Computer Vision Project Solution

Part A¶

• DOMAIN: Entertainment

• CONTEXT: Company X owns a movie application and repository which caters movie streaming to millions of users who on subscription basis. Company wants to automate the process of cast and crew information in each scene from a movie such that when a user pauses on the movie and clicks on cast information button, the app will show details of the actor in the scene. Company has an in-house computer vision and multimedia experts who need to detect faces from screen shots from the movie scene.The data labelling is already done. Since there higher time complexity is involved in the

• DATA DESCRIPTION: The dataset comprises of images and its mask for corresponding human face.

• PROJECT OBJECTIVE: To build a face detection system.

In [13]:
# Import all the necessary libraries.
import pandas as pd
import numpy as np
from sklearn.model_selection import train_test_split
from sklearn.preprocessing import LabelEncoder, OneHotEncoder
from sklearn.metrics import classification_report
from sklearn import model_selection
from sklearn.compose import ColumnTransformer
import matplotlib.pyplot as plt
import cv2

from PIL import Image
import seaborn as sns
from sklearn.impute import SimpleImputer
import warnings
from sklearn.metrics import confusion_matrix
from sklearn.pipeline import Pipeline
from sklearn.model_selection import GridSearchCV
from sklearn.model_selection import RandomizedSearchCV
import tensorflow as tf
import random
random.seed(1)
np.random.seed(1) 
tf.random.set_seed(1)
warnings.filterwarnings("ignore")
from keras import losses
from keras import optimizers
from keras import Sequential
from keras.layers import Dense
from keras import backend
from keras.layers import BatchNormalization
from keras.layers import Dropout
from keras.applications.mobilenet import preprocess_input
from keras.applications import MobileNetV2
from keras.layers import Concatenate, UpSampling2D, Conv2D, Reshape,Input,BatchNormalization,Activation,MaxPooling2D,Dropout,Conv2DTranspose,concatenate
from keras.models import Model
In [5]:
from google.colab import drive 
drive.mount('/content/drive')
Mounted at /content/drive

1.Import and Understand the data¶

1A.Import and read ‘images.npy’.

In [3]:
data1 = np.load('/content/drive/MyDrive/Colab Notebooks/images.npy',  allow_pickle=True)
data1.shape
Out[3]:
(409, 2)
In [4]:
data1[0]
Out[4]:
array([array([[[42, 37, 34],
               [56, 51, 48],
               [71, 66, 63],
               ...,
               [23, 33, 34],
               [26, 36, 37],
               [28, 38, 39]],

              [[40, 35, 32],
               [51, 46, 43],
               [64, 59, 56],
               ...,
               [27, 36, 35],
               [24, 33, 32],
               [26, 35, 34]],

              [[43, 38, 35],
               [51, 46, 43],
               [61, 56, 53],
               ...,
               [28, 30, 27],
               [33, 35, 32],
               [35, 37, 34]],

              ...,

              [[56, 47, 40],
               [57, 48, 41],
               [61, 52, 45],
               ...,
               [67, 48, 42],
               [55, 35, 28],
               [60, 40, 33]],

              [[53, 44, 37],
               [54, 45, 38],
               [57, 48, 41],
               ...,
               [59, 40, 34],
               [60, 40, 33],
               [54, 34, 27]],

              [[53, 44, 37],
               [54, 45, 38],
               [57, 48, 41],
               ...,
               [59, 40, 34],
               [70, 50, 43],
               [64, 44, 37]]], dtype=uint8),
       list([{'label': ['Face'], 'notes': '', 'points': [{'x': 0.08615384615384615, 'y': 0.3063063063063063}, {'x': 0.1723076923076923, 'y': 0.45345345345345345}], 'imageWidth': 650, 'imageHeight': 333}, {'label': ['Face'], 'notes': '', 'points': [{'x': 0.583076923076923, 'y': 0.2912912912912913}, {'x': 0.6584615384615384, 'y': 0.46846846846846846}], 'imageWidth': 650, 'imageHeight': 333}])],
      dtype=object)
In [5]:
data1[0][0]
Out[5]:
array([[[42, 37, 34],
        [56, 51, 48],
        [71, 66, 63],
        ...,
        [23, 33, 34],
        [26, 36, 37],
        [28, 38, 39]],

       [[40, 35, 32],
        [51, 46, 43],
        [64, 59, 56],
        ...,
        [27, 36, 35],
        [24, 33, 32],
        [26, 35, 34]],

       [[43, 38, 35],
        [51, 46, 43],
        [61, 56, 53],
        ...,
        [28, 30, 27],
        [33, 35, 32],
        [35, 37, 34]],

       ...,

       [[56, 47, 40],
        [57, 48, 41],
        [61, 52, 45],
        ...,
        [67, 48, 42],
        [55, 35, 28],
        [60, 40, 33]],

       [[53, 44, 37],
        [54, 45, 38],
        [57, 48, 41],
        ...,
        [59, 40, 34],
        [60, 40, 33],
        [54, 34, 27]],

       [[53, 44, 37],
        [54, 45, 38],
        [57, 48, 41],
        ...,
        [59, 40, 34],
        [70, 50, 43],
        [64, 44, 37]]], dtype=uint8)
In [6]:
data1[0][1]
Out[6]:
[{'label': ['Face'],
  'notes': '',
  'points': [{'x': 0.08615384615384615, 'y': 0.3063063063063063},
   {'x': 0.1723076923076923, 'y': 0.45345345345345345}],
  'imageWidth': 650,
  'imageHeight': 333},
 {'label': ['Face'],
  'notes': '',
  'points': [{'x': 0.583076923076923, 'y': 0.2912912912912913},
   {'x': 0.6584615384615384, 'y': 0.46846846846846846}],
  'imageWidth': 650,
  'imageHeight': 333}]

1B.Split the data into Features(X) & labels(Y). Unify shape of all the images.

In [7]:
# Set image height and width to unify shape of all the images to same size.
IMAGE_WIDTH = 224
IMAGE_HEIGHT = 224
In [8]:
# Feature(X) : image
X = np.zeros((int(data1.shape[0]), IMAGE_HEIGHT, IMAGE_WIDTH, 3)) # RGB hence 3 channels

# Label(Y)   : mask
Y = np.zeros((int(data1.shape[0]), IMAGE_HEIGHT, IMAGE_WIDTH))

# Read the parameter available from the file for each image and extract images and mask coordinates details
for index in range(data1.shape[0]):
    image = cv2.resize(data1[index][0], dsize = (IMAGE_HEIGHT, IMAGE_WIDTH), interpolation = cv2.INTER_CUBIC)
    try:
      image = image[:, :, :3]
    except:
      continue
    X[index] = preprocess_input(np.array(image, dtype = np.float32))
    
    for i in data1[index][1]:
        x1 = int(i["points"][0]['x'] * IMAGE_WIDTH)
        x2 = int(i["points"][1]['x'] * IMAGE_WIDTH)
        y1 = int(i["points"][0]['y'] * IMAGE_HEIGHT)
        y2 = int(i["points"][1]['y'] * IMAGE_HEIGHT)
        
        # Replace all the pixels within masked area with 1.
        Y[index][y1:y2, x1:x2] = 1

1C.Split the data into train and test[400:9].

In [9]:
X_train, X_test, y_train, y_test = train_test_split(X, Y, test_size = 0.022, random_state = 0, shuffle = False)
In [10]:
print("X_Train Shape: ", X_train.shape)
print("y_Train Shape: ", y_train.shape)
print("X_Test  Shape: ", X_test.shape)
print("y_Test  Shape: ", y_test.shape)
X_Train Shape:  (400, 224, 224, 3)
y_Train Shape:  (400, 224, 224)
X_Test  Shape:  (9, 224, 224, 3)
y_Test  Shape:  (9, 224, 224)

1D.Select random image from the train data and display original image and masked image.

In [11]:
# display random image
plt.imshow(X_train[30]);
WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
In [12]:
plt.imshow(y_train[30]);
In [13]:
plt.imshow(X_test[0]);
WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
In [14]:
plt.imshow(y_test[0]);

2.Model building¶

2A.Design a face mask detection model.

Using MobileNet architecture for initial pre-trained non-trainable layers.

In [15]:
baseModel = MobileNetV2(weights="imagenet", include_top=False, input_tensor=Input(shape=(224, 224, 3)))
baseModel.summary()
WARNING:tensorflow:`input_shape` is undefined or non-square, or `rows` is not in [96, 128, 160, 192, 224]. Weights for input shape (224, 224) will be loaded as the default.
Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/mobilenet_v2/mobilenet_v2_weights_tf_dim_ordering_tf_kernels_1.0_224_no_top.h5
9406464/9406464 [==============================] - 0s 0us/step
Model: "mobilenetv2_1.00_224"
__________________________________________________________________________________________________
 Layer (type)                   Output Shape         Param #     Connected to                     
==================================================================================================
 input_1 (InputLayer)           [(None, 224, 224, 3  0           []                               
                                )]                                                                
                                                                                                  
 Conv1 (Conv2D)                 (None, 112, 112, 32  864         ['input_1[0][0]']                
                                )                                                                 
                                                                                                  
 bn_Conv1 (BatchNormalization)  (None, 112, 112, 32  128         ['Conv1[0][0]']                  
                                )                                                                 
                                                                                                  
 Conv1_relu (ReLU)              (None, 112, 112, 32  0           ['bn_Conv1[0][0]']               
                                )                                                                 
                                                                                                  
 expanded_conv_depthwise (Depth  (None, 112, 112, 32  288        ['Conv1_relu[0][0]']             
 wiseConv2D)                    )                                                                 
                                                                                                  
 expanded_conv_depthwise_BN (Ba  (None, 112, 112, 32  128        ['expanded_conv_depthwise[0][0]']
 tchNormalization)              )                                                                 
                                                                                                  
 expanded_conv_depthwise_relu (  (None, 112, 112, 32  0          ['expanded_conv_depthwise_BN[0][0
 ReLU)                          )                                ]']                              
                                                                                                  
 expanded_conv_project (Conv2D)  (None, 112, 112, 16  512        ['expanded_conv_depthwise_relu[0]
                                )                                [0]']                            
                                                                                                  
 expanded_conv_project_BN (Batc  (None, 112, 112, 16  64         ['expanded_conv_project[0][0]']  
 hNormalization)                )                                                                 
                                                                                                  
 block_1_expand (Conv2D)        (None, 112, 112, 96  1536        ['expanded_conv_project_BN[0][0]'
                                )                                ]                                
                                                                                                  
 block_1_expand_BN (BatchNormal  (None, 112, 112, 96  384        ['block_1_expand[0][0]']         
 ization)                       )                                                                 
                                                                                                  
 block_1_expand_relu (ReLU)     (None, 112, 112, 96  0           ['block_1_expand_BN[0][0]']      
                                )                                                                 
                                                                                                  
 block_1_pad (ZeroPadding2D)    (None, 113, 113, 96  0           ['block_1_expand_relu[0][0]']    
                                )                                                                 
                                                                                                  
 block_1_depthwise (DepthwiseCo  (None, 56, 56, 96)  864         ['block_1_pad[0][0]']            
 nv2D)                                                                                            
                                                                                                  
 block_1_depthwise_BN (BatchNor  (None, 56, 56, 96)  384         ['block_1_depthwise[0][0]']      
 malization)                                                                                      
                                                                                                  
 block_1_depthwise_relu (ReLU)  (None, 56, 56, 96)   0           ['block_1_depthwise_BN[0][0]']   
                                                                                                  
 block_1_project (Conv2D)       (None, 56, 56, 24)   2304        ['block_1_depthwise_relu[0][0]'] 
                                                                                                  
 block_1_project_BN (BatchNorma  (None, 56, 56, 24)  96          ['block_1_project[0][0]']        
 lization)                                                                                        
                                                                                                  
 block_2_expand (Conv2D)        (None, 56, 56, 144)  3456        ['block_1_project_BN[0][0]']     
                                                                                                  
 block_2_expand_BN (BatchNormal  (None, 56, 56, 144)  576        ['block_2_expand[0][0]']         
 ization)                                                                                         
                                                                                                  
 block_2_expand_relu (ReLU)     (None, 56, 56, 144)  0           ['block_2_expand_BN[0][0]']      
                                                                                                  
 block_2_depthwise (DepthwiseCo  (None, 56, 56, 144)  1296       ['block_2_expand_relu[0][0]']    
 nv2D)                                                                                            
                                                                                                  
 block_2_depthwise_BN (BatchNor  (None, 56, 56, 144)  576        ['block_2_depthwise[0][0]']      
 malization)                                                                                      
                                                                                                  
 block_2_depthwise_relu (ReLU)  (None, 56, 56, 144)  0           ['block_2_depthwise_BN[0][0]']   
                                                                                                  
 block_2_project (Conv2D)       (None, 56, 56, 24)   3456        ['block_2_depthwise_relu[0][0]'] 
                                                                                                  
 block_2_project_BN (BatchNorma  (None, 56, 56, 24)  96          ['block_2_project[0][0]']        
 lization)                                                                                        
                                                                                                  
 block_2_add (Add)              (None, 56, 56, 24)   0           ['block_1_project_BN[0][0]',     
                                                                  'block_2_project_BN[0][0]']     
                                                                                                  
 block_3_expand (Conv2D)        (None, 56, 56, 144)  3456        ['block_2_add[0][0]']            
                                                                                                  
 block_3_expand_BN (BatchNormal  (None, 56, 56, 144)  576        ['block_3_expand[0][0]']         
 ization)                                                                                         
                                                                                                  
 block_3_expand_relu (ReLU)     (None, 56, 56, 144)  0           ['block_3_expand_BN[0][0]']      
                                                                                                  
 block_3_pad (ZeroPadding2D)    (None, 57, 57, 144)  0           ['block_3_expand_relu[0][0]']    
                                                                                                  
 block_3_depthwise (DepthwiseCo  (None, 28, 28, 144)  1296       ['block_3_pad[0][0]']            
 nv2D)                                                                                            
                                                                                                  
 block_3_depthwise_BN (BatchNor  (None, 28, 28, 144)  576        ['block_3_depthwise[0][0]']      
 malization)                                                                                      
                                                                                                  
 block_3_depthwise_relu (ReLU)  (None, 28, 28, 144)  0           ['block_3_depthwise_BN[0][0]']   
                                                                                                  
 block_3_project (Conv2D)       (None, 28, 28, 32)   4608        ['block_3_depthwise_relu[0][0]'] 
                                                                                                  
 block_3_project_BN (BatchNorma  (None, 28, 28, 32)  128         ['block_3_project[0][0]']        
 lization)                                                                                        
                                                                                                  
 block_4_expand (Conv2D)        (None, 28, 28, 192)  6144        ['block_3_project_BN[0][0]']     
                                                                                                  
 block_4_expand_BN (BatchNormal  (None, 28, 28, 192)  768        ['block_4_expand[0][0]']         
 ization)                                                                                         
                                                                                                  
 block_4_expand_relu (ReLU)     (None, 28, 28, 192)  0           ['block_4_expand_BN[0][0]']      
                                                                                                  
 block_4_depthwise (DepthwiseCo  (None, 28, 28, 192)  1728       ['block_4_expand_relu[0][0]']    
 nv2D)                                                                                            
                                                                                                  
 block_4_depthwise_BN (BatchNor  (None, 28, 28, 192)  768        ['block_4_depthwise[0][0]']      
 malization)                                                                                      
                                                                                                  
 block_4_depthwise_relu (ReLU)  (None, 28, 28, 192)  0           ['block_4_depthwise_BN[0][0]']   
                                                                                                  
 block_4_project (Conv2D)       (None, 28, 28, 32)   6144        ['block_4_depthwise_relu[0][0]'] 
                                                                                                  
 block_4_project_BN (BatchNorma  (None, 28, 28, 32)  128         ['block_4_project[0][0]']        
 lization)                                                                                        
                                                                                                  
 block_4_add (Add)              (None, 28, 28, 32)   0           ['block_3_project_BN[0][0]',     
                                                                  'block_4_project_BN[0][0]']     
                                                                                                  
 block_5_expand (Conv2D)        (None, 28, 28, 192)  6144        ['block_4_add[0][0]']            
                                                                                                  
 block_5_expand_BN (BatchNormal  (None, 28, 28, 192)  768        ['block_5_expand[0][0]']         
 ization)                                                                                         
                                                                                                  
 block_5_expand_relu (ReLU)     (None, 28, 28, 192)  0           ['block_5_expand_BN[0][0]']      
                                                                                                  
 block_5_depthwise (DepthwiseCo  (None, 28, 28, 192)  1728       ['block_5_expand_relu[0][0]']    
 nv2D)                                                                                            
                                                                                                  
 block_5_depthwise_BN (BatchNor  (None, 28, 28, 192)  768        ['block_5_depthwise[0][0]']      
 malization)                                                                                      
                                                                                                  
 block_5_depthwise_relu (ReLU)  (None, 28, 28, 192)  0           ['block_5_depthwise_BN[0][0]']   
                                                                                                  
 block_5_project (Conv2D)       (None, 28, 28, 32)   6144        ['block_5_depthwise_relu[0][0]'] 
                                                                                                  
 block_5_project_BN (BatchNorma  (None, 28, 28, 32)  128         ['block_5_project[0][0]']        
 lization)                                                                                        
                                                                                                  
 block_5_add (Add)              (None, 28, 28, 32)   0           ['block_4_add[0][0]',            
                                                                  'block_5_project_BN[0][0]']     
                                                                                                  
 block_6_expand (Conv2D)        (None, 28, 28, 192)  6144        ['block_5_add[0][0]']            
                                                                                                  
 block_6_expand_BN (BatchNormal  (None, 28, 28, 192)  768        ['block_6_expand[0][0]']         
 ization)                                                                                         
                                                                                                  
 block_6_expand_relu (ReLU)     (None, 28, 28, 192)  0           ['block_6_expand_BN[0][0]']      
                                                                                                  
 block_6_pad (ZeroPadding2D)    (None, 29, 29, 192)  0           ['block_6_expand_relu[0][0]']    
                                                                                                  
 block_6_depthwise (DepthwiseCo  (None, 14, 14, 192)  1728       ['block_6_pad[0][0]']            
 nv2D)                                                                                            
                                                                                                  
 block_6_depthwise_BN (BatchNor  (None, 14, 14, 192)  768        ['block_6_depthwise[0][0]']      
 malization)                                                                                      
                                                                                                  
 block_6_depthwise_relu (ReLU)  (None, 14, 14, 192)  0           ['block_6_depthwise_BN[0][0]']   
                                                                                                  
 block_6_project (Conv2D)       (None, 14, 14, 64)   12288       ['block_6_depthwise_relu[0][0]'] 
                                                                                                  
 block_6_project_BN (BatchNorma  (None, 14, 14, 64)  256         ['block_6_project[0][0]']        
 lization)                                                                                        
                                                                                                  
 block_7_expand (Conv2D)        (None, 14, 14, 384)  24576       ['block_6_project_BN[0][0]']     
                                                                                                  
 block_7_expand_BN (BatchNormal  (None, 14, 14, 384)  1536       ['block_7_expand[0][0]']         
 ization)                                                                                         
                                                                                                  
 block_7_expand_relu (ReLU)     (None, 14, 14, 384)  0           ['block_7_expand_BN[0][0]']      
                                                                                                  
 block_7_depthwise (DepthwiseCo  (None, 14, 14, 384)  3456       ['block_7_expand_relu[0][0]']    
 nv2D)                                                                                            
                                                                                                  
 block_7_depthwise_BN (BatchNor  (None, 14, 14, 384)  1536       ['block_7_depthwise[0][0]']      
 malization)                                                                                      
                                                                                                  
 block_7_depthwise_relu (ReLU)  (None, 14, 14, 384)  0           ['block_7_depthwise_BN[0][0]']   
                                                                                                  
 block_7_project (Conv2D)       (None, 14, 14, 64)   24576       ['block_7_depthwise_relu[0][0]'] 
                                                                                                  
 block_7_project_BN (BatchNorma  (None, 14, 14, 64)  256         ['block_7_project[0][0]']        
 lization)                                                                                        
                                                                                                  
 block_7_add (Add)              (None, 14, 14, 64)   0           ['block_6_project_BN[0][0]',     
                                                                  'block_7_project_BN[0][0]']     
                                                                                                  
 block_8_expand (Conv2D)        (None, 14, 14, 384)  24576       ['block_7_add[0][0]']            
                                                                                                  
 block_8_expand_BN (BatchNormal  (None, 14, 14, 384)  1536       ['block_8_expand[0][0]']         
 ization)                                                                                         
                                                                                                  
 block_8_expand_relu (ReLU)     (None, 14, 14, 384)  0           ['block_8_expand_BN[0][0]']      
                                                                                                  
 block_8_depthwise (DepthwiseCo  (None, 14, 14, 384)  3456       ['block_8_expand_relu[0][0]']    
 nv2D)                                                                                            
                                                                                                  
 block_8_depthwise_BN (BatchNor  (None, 14, 14, 384)  1536       ['block_8_depthwise[0][0]']      
 malization)                                                                                      
                                                                                                  
 block_8_depthwise_relu (ReLU)  (None, 14, 14, 384)  0           ['block_8_depthwise_BN[0][0]']   
                                                                                                  
 block_8_project (Conv2D)       (None, 14, 14, 64)   24576       ['block_8_depthwise_relu[0][0]'] 
                                                                                                  
 block_8_project_BN (BatchNorma  (None, 14, 14, 64)  256         ['block_8_project[0][0]']        
 lization)                                                                                        
                                                                                                  
 block_8_add (Add)              (None, 14, 14, 64)   0           ['block_7_add[0][0]',            
                                                                  'block_8_project_BN[0][0]']     
                                                                                                  
 block_9_expand (Conv2D)        (None, 14, 14, 384)  24576       ['block_8_add[0][0]']            
                                                                                                  
 block_9_expand_BN (BatchNormal  (None, 14, 14, 384)  1536       ['block_9_expand[0][0]']         
 ization)                                                                                         
                                                                                                  
 block_9_expand_relu (ReLU)     (None, 14, 14, 384)  0           ['block_9_expand_BN[0][0]']      
                                                                                                  
 block_9_depthwise (DepthwiseCo  (None, 14, 14, 384)  3456       ['block_9_expand_relu[0][0]']    
 nv2D)                                                                                            
                                                                                                  
 block_9_depthwise_BN (BatchNor  (None, 14, 14, 384)  1536       ['block_9_depthwise[0][0]']      
 malization)                                                                                      
                                                                                                  
 block_9_depthwise_relu (ReLU)  (None, 14, 14, 384)  0           ['block_9_depthwise_BN[0][0]']   
                                                                                                  
 block_9_project (Conv2D)       (None, 14, 14, 64)   24576       ['block_9_depthwise_relu[0][0]'] 
                                                                                                  
 block_9_project_BN (BatchNorma  (None, 14, 14, 64)  256         ['block_9_project[0][0]']        
 lization)                                                                                        
                                                                                                  
 block_9_add (Add)              (None, 14, 14, 64)   0           ['block_8_add[0][0]',            
                                                                  'block_9_project_BN[0][0]']     
                                                                                                  
 block_10_expand (Conv2D)       (None, 14, 14, 384)  24576       ['block_9_add[0][0]']            
                                                                                                  
 block_10_expand_BN (BatchNorma  (None, 14, 14, 384)  1536       ['block_10_expand[0][0]']        
 lization)                                                                                        
                                                                                                  
 block_10_expand_relu (ReLU)    (None, 14, 14, 384)  0           ['block_10_expand_BN[0][0]']     
                                                                                                  
 block_10_depthwise (DepthwiseC  (None, 14, 14, 384)  3456       ['block_10_expand_relu[0][0]']   
 onv2D)                                                                                           
                                                                                                  
 block_10_depthwise_BN (BatchNo  (None, 14, 14, 384)  1536       ['block_10_depthwise[0][0]']     
 rmalization)                                                                                     
                                                                                                  
 block_10_depthwise_relu (ReLU)  (None, 14, 14, 384)  0          ['block_10_depthwise_BN[0][0]']  
                                                                                                  
 block_10_project (Conv2D)      (None, 14, 14, 96)   36864       ['block_10_depthwise_relu[0][0]']
                                                                                                  
 block_10_project_BN (BatchNorm  (None, 14, 14, 96)  384         ['block_10_project[0][0]']       
 alization)                                                                                       
                                                                                                  
 block_11_expand (Conv2D)       (None, 14, 14, 576)  55296       ['block_10_project_BN[0][0]']    
                                                                                                  
 block_11_expand_BN (BatchNorma  (None, 14, 14, 576)  2304       ['block_11_expand[0][0]']        
 lization)                                                                                        
                                                                                                  
 block_11_expand_relu (ReLU)    (None, 14, 14, 576)  0           ['block_11_expand_BN[0][0]']     
                                                                                                  
 block_11_depthwise (DepthwiseC  (None, 14, 14, 576)  5184       ['block_11_expand_relu[0][0]']   
 onv2D)                                                                                           
                                                                                                  
 block_11_depthwise_BN (BatchNo  (None, 14, 14, 576)  2304       ['block_11_depthwise[0][0]']     
 rmalization)                                                                                     
                                                                                                  
 block_11_depthwise_relu (ReLU)  (None, 14, 14, 576)  0          ['block_11_depthwise_BN[0][0]']  
                                                                                                  
 block_11_project (Conv2D)      (None, 14, 14, 96)   55296       ['block_11_depthwise_relu[0][0]']
                                                                                                  
 block_11_project_BN (BatchNorm  (None, 14, 14, 96)  384         ['block_11_project[0][0]']       
 alization)                                                                                       
                                                                                                  
 block_11_add (Add)             (None, 14, 14, 96)   0           ['block_10_project_BN[0][0]',    
                                                                  'block_11_project_BN[0][0]']    
                                                                                                  
 block_12_expand (Conv2D)       (None, 14, 14, 576)  55296       ['block_11_add[0][0]']           
                                                                                                  
 block_12_expand_BN (BatchNorma  (None, 14, 14, 576)  2304       ['block_12_expand[0][0]']        
 lization)                                                                                        
                                                                                                  
 block_12_expand_relu (ReLU)    (None, 14, 14, 576)  0           ['block_12_expand_BN[0][0]']     
                                                                                                  
 block_12_depthwise (DepthwiseC  (None, 14, 14, 576)  5184       ['block_12_expand_relu[0][0]']   
 onv2D)                                                                                           
                                                                                                  
 block_12_depthwise_BN (BatchNo  (None, 14, 14, 576)  2304       ['block_12_depthwise[0][0]']     
 rmalization)                                                                                     
                                                                                                  
 block_12_depthwise_relu (ReLU)  (None, 14, 14, 576)  0          ['block_12_depthwise_BN[0][0]']  
                                                                                                  
 block_12_project (Conv2D)      (None, 14, 14, 96)   55296       ['block_12_depthwise_relu[0][0]']
                                                                                                  
 block_12_project_BN (BatchNorm  (None, 14, 14, 96)  384         ['block_12_project[0][0]']       
 alization)                                                                                       
                                                                                                  
 block_12_add (Add)             (None, 14, 14, 96)   0           ['block_11_add[0][0]',           
                                                                  'block_12_project_BN[0][0]']    
                                                                                                  
 block_13_expand (Conv2D)       (None, 14, 14, 576)  55296       ['block_12_add[0][0]']           
                                                                                                  
 block_13_expand_BN (BatchNorma  (None, 14, 14, 576)  2304       ['block_13_expand[0][0]']        
 lization)                                                                                        
                                                                                                  
 block_13_expand_relu (ReLU)    (None, 14, 14, 576)  0           ['block_13_expand_BN[0][0]']     
                                                                                                  
 block_13_pad (ZeroPadding2D)   (None, 15, 15, 576)  0           ['block_13_expand_relu[0][0]']   
                                                                                                  
 block_13_depthwise (DepthwiseC  (None, 7, 7, 576)   5184        ['block_13_pad[0][0]']           
 onv2D)                                                                                           
                                                                                                  
 block_13_depthwise_BN (BatchNo  (None, 7, 7, 576)   2304        ['block_13_depthwise[0][0]']     
 rmalization)                                                                                     
                                                                                                  
 block_13_depthwise_relu (ReLU)  (None, 7, 7, 576)   0           ['block_13_depthwise_BN[0][0]']  
                                                                                                  
 block_13_project (Conv2D)      (None, 7, 7, 160)    92160       ['block_13_depthwise_relu[0][0]']
                                                                                                  
 block_13_project_BN (BatchNorm  (None, 7, 7, 160)   640         ['block_13_project[0][0]']       
 alization)                                                                                       
                                                                                                  
 block_14_expand (Conv2D)       (None, 7, 7, 960)    153600      ['block_13_project_BN[0][0]']    
                                                                                                  
 block_14_expand_BN (BatchNorma  (None, 7, 7, 960)   3840        ['block_14_expand[0][0]']        
 lization)                                                                                        
                                                                                                  
 block_14_expand_relu (ReLU)    (None, 7, 7, 960)    0           ['block_14_expand_BN[0][0]']     
                                                                                                  
 block_14_depthwise (DepthwiseC  (None, 7, 7, 960)   8640        ['block_14_expand_relu[0][0]']   
 onv2D)                                                                                           
                                                                                                  
 block_14_depthwise_BN (BatchNo  (None, 7, 7, 960)   3840        ['block_14_depthwise[0][0]']     
 rmalization)                                                                                     
                                                                                                  
 block_14_depthwise_relu (ReLU)  (None, 7, 7, 960)   0           ['block_14_depthwise_BN[0][0]']  
                                                                                                  
 block_14_project (Conv2D)      (None, 7, 7, 160)    153600      ['block_14_depthwise_relu[0][0]']
                                                                                                  
 block_14_project_BN (BatchNorm  (None, 7, 7, 160)   640         ['block_14_project[0][0]']       
 alization)                                                                                       
                                                                                                  
 block_14_add (Add)             (None, 7, 7, 160)    0           ['block_13_project_BN[0][0]',    
                                                                  'block_14_project_BN[0][0]']    
                                                                                                  
 block_15_expand (Conv2D)       (None, 7, 7, 960)    153600      ['block_14_add[0][0]']           
                                                                                                  
 block_15_expand_BN (BatchNorma  (None, 7, 7, 960)   3840        ['block_15_expand[0][0]']        
 lization)                                                                                        
                                                                                                  
 block_15_expand_relu (ReLU)    (None, 7, 7, 960)    0           ['block_15_expand_BN[0][0]']     
                                                                                                  
 block_15_depthwise (DepthwiseC  (None, 7, 7, 960)   8640        ['block_15_expand_relu[0][0]']   
 onv2D)                                                                                           
                                                                                                  
 block_15_depthwise_BN (BatchNo  (None, 7, 7, 960)   3840        ['block_15_depthwise[0][0]']     
 rmalization)                                                                                     
                                                                                                  
 block_15_depthwise_relu (ReLU)  (None, 7, 7, 960)   0           ['block_15_depthwise_BN[0][0]']  
                                                                                                  
 block_15_project (Conv2D)      (None, 7, 7, 160)    153600      ['block_15_depthwise_relu[0][0]']
                                                                                                  
 block_15_project_BN (BatchNorm  (None, 7, 7, 160)   640         ['block_15_project[0][0]']       
 alization)                                                                                       
                                                                                                  
 block_15_add (Add)             (None, 7, 7, 160)    0           ['block_14_add[0][0]',           
                                                                  'block_15_project_BN[0][0]']    
                                                                                                  
 block_16_expand (Conv2D)       (None, 7, 7, 960)    153600      ['block_15_add[0][0]']           
                                                                                                  
 block_16_expand_BN (BatchNorma  (None, 7, 7, 960)   3840        ['block_16_expand[0][0]']        
 lization)                                                                                        
                                                                                                  
 block_16_expand_relu (ReLU)    (None, 7, 7, 960)    0           ['block_16_expand_BN[0][0]']     
                                                                                                  
 block_16_depthwise (DepthwiseC  (None, 7, 7, 960)   8640        ['block_16_expand_relu[0][0]']   
 onv2D)                                                                                           
                                                                                                  
 block_16_depthwise_BN (BatchNo  (None, 7, 7, 960)   3840        ['block_16_depthwise[0][0]']     
 rmalization)                                                                                     
                                                                                                  
 block_16_depthwise_relu (ReLU)  (None, 7, 7, 960)   0           ['block_16_depthwise_BN[0][0]']  
                                                                                                  
 block_16_project (Conv2D)      (None, 7, 7, 320)    307200      ['block_16_depthwise_relu[0][0]']
                                                                                                  
 block_16_project_BN (BatchNorm  (None, 7, 7, 320)   1280        ['block_16_project[0][0]']       
 alization)                                                                                       
                                                                                                  
 Conv_1 (Conv2D)                (None, 7, 7, 1280)   409600      ['block_16_project_BN[0][0]']    
                                                                                                  
 Conv_1_bn (BatchNormalization)  (None, 7, 7, 1280)  5120        ['Conv_1[0][0]']                 
                                                                                                  
 out_relu (ReLU)                (None, 7, 7, 1280)   0           ['Conv_1_bn[0][0]']              
                                                                                                  
==================================================================================================
Total params: 2,257,984
Trainable params: 2,223,872
Non-trainable params: 34,112
__________________________________________________________________________________________________

Add appropriate Upsampling layers to imitate U-net architecture.

In [47]:
def create_conv_block(prevlayer, filters, prefix ):
    conv = Conv2D(filters, (3, 3), padding = 'same', kernel_initializer = 'he_normal', strides = (1, 1), name = prefix + '_conv')(prevlayer)
    conv = BatchNormalization(name = prefix + 'BatchNormalization')(conv)
    conv = Activation('relu', name = prefix + 'ActivationLayer')(conv)
    return conv

def create_model( ):
  model = MobileNetV2(weights="imagenet", include_top=False, input_tensor = Input(shape=(224, 224, 3)))
  for layer in model.layers :
	  layer.trainable = False

  block1 = model.get_layer('out_relu').output
  block2 = model.get_layer('block_7_add').output
  block3 = model.get_layer('block_4_add').output
  block4 = model.get_layer('block_2_add').output
  block5 = model.get_layer('Conv1').output
 
  up1 = Concatenate()([UpSampling2D()(block1), block2])
  conv6 = create_conv_block(up1, 640, 'Conv_6_1')
  conv6 = create_conv_block(conv6, 640, 'Conv_6_2')

  up2 = Concatenate()([UpSampling2D()(conv6), block3])
  conv7 = create_conv_block(up2, 256, 'Conv_7_1')
  conv7 = create_conv_block(conv7, 256, 'Conv_7_2')

  up3 = Concatenate()([UpSampling2D()(conv7), block4])
  conv8 = create_conv_block(up3, 64, 'Conv_8_1')
  conv8 = create_conv_block(conv8, 64, 'Conv_8_2')

  up4 = Concatenate()([UpSampling2D()(conv8), block5])
  conv9 = create_conv_block(up4, 32, 'Conv_9_1')
  conv9 = create_conv_block(conv9, 32, 'Conv_9_2')

  up5 = Concatenate()([UpSampling2D()(conv9), model.input])
  conv10 = create_conv_block(up5, 16, 'Conv_10_1')
  conv10 = create_conv_block(conv10, 16, 'Conv_10_2')
  
  x = Conv2D(1, (1, 1), activation = 'sigmoid')(conv10)
  x = Reshape((IMAGE_WIDTH, IMAGE_HEIGHT))(x)

  return Model(inputs = model.input, outputs = x)
In [ ]:
# Give trainable=False as argument, if you want to freeze lower layers for fast training (but low accuracy)
model = create_model()
In [26]:
model.summary()
Model: "model_3"
__________________________________________________________________________________________________
 Layer (type)                   Output Shape         Param #     Connected to                     
==================================================================================================
 input_6 (InputLayer)           [(None, 224, 224, 3  0           []                               
                                )]                                                                
                                                                                                  
 Conv1 (Conv2D)                 (None, 112, 112, 32  864         ['input_6[0][0]']                
                                )                                                                 
                                                                                                  
 bn_Conv1 (BatchNormalization)  (None, 112, 112, 32  128         ['Conv1[0][0]']                  
                                )                                                                 
                                                                                                  
 Conv1_relu (ReLU)              (None, 112, 112, 32  0           ['bn_Conv1[0][0]']               
                                )                                                                 
                                                                                                  
 expanded_conv_depthwise (Depth  (None, 112, 112, 32  288        ['Conv1_relu[0][0]']             
 wiseConv2D)                    )                                                                 
                                                                                                  
 expanded_conv_depthwise_BN (Ba  (None, 112, 112, 32  128        ['expanded_conv_depthwise[0][0]']
 tchNormalization)              )                                                                 
                                                                                                  
 expanded_conv_depthwise_relu (  (None, 112, 112, 32  0          ['expanded_conv_depthwise_BN[0][0
 ReLU)                          )                                ]']                              
                                                                                                  
 expanded_conv_project (Conv2D)  (None, 112, 112, 16  512        ['expanded_conv_depthwise_relu[0]
                                )                                [0]']                            
                                                                                                  
 expanded_conv_project_BN (Batc  (None, 112, 112, 16  64         ['expanded_conv_project[0][0]']  
 hNormalization)                )                                                                 
                                                                                                  
 block_1_expand (Conv2D)        (None, 112, 112, 96  1536        ['expanded_conv_project_BN[0][0]'
                                )                                ]                                
                                                                                                  
 block_1_expand_BN (BatchNormal  (None, 112, 112, 96  384        ['block_1_expand[0][0]']         
 ization)                       )                                                                 
                                                                                                  
 block_1_expand_relu (ReLU)     (None, 112, 112, 96  0           ['block_1_expand_BN[0][0]']      
                                )                                                                 
                                                                                                  
 block_1_pad (ZeroPadding2D)    (None, 113, 113, 96  0           ['block_1_expand_relu[0][0]']    
                                )                                                                 
                                                                                                  
 block_1_depthwise (DepthwiseCo  (None, 56, 56, 96)  864         ['block_1_pad[0][0]']            
 nv2D)                                                                                            
                                                                                                  
 block_1_depthwise_BN (BatchNor  (None, 56, 56, 96)  384         ['block_1_depthwise[0][0]']      
 malization)                                                                                      
                                                                                                  
 block_1_depthwise_relu (ReLU)  (None, 56, 56, 96)   0           ['block_1_depthwise_BN[0][0]']   
                                                                                                  
 block_1_project (Conv2D)       (None, 56, 56, 24)   2304        ['block_1_depthwise_relu[0][0]'] 
                                                                                                  
 block_1_project_BN (BatchNorma  (None, 56, 56, 24)  96          ['block_1_project[0][0]']        
 lization)                                                                                        
                                                                                                  
 block_2_expand (Conv2D)        (None, 56, 56, 144)  3456        ['block_1_project_BN[0][0]']     
                                                                                                  
 block_2_expand_BN (BatchNormal  (None, 56, 56, 144)  576        ['block_2_expand[0][0]']         
 ization)                                                                                         
                                                                                                  
 block_2_expand_relu (ReLU)     (None, 56, 56, 144)  0           ['block_2_expand_BN[0][0]']      
                                                                                                  
 block_2_depthwise (DepthwiseCo  (None, 56, 56, 144)  1296       ['block_2_expand_relu[0][0]']    
 nv2D)                                                                                            
                                                                                                  
 block_2_depthwise_BN (BatchNor  (None, 56, 56, 144)  576        ['block_2_depthwise[0][0]']      
 malization)                                                                                      
                                                                                                  
 block_2_depthwise_relu (ReLU)  (None, 56, 56, 144)  0           ['block_2_depthwise_BN[0][0]']   
                                                                                                  
 block_2_project (Conv2D)       (None, 56, 56, 24)   3456        ['block_2_depthwise_relu[0][0]'] 
                                                                                                  
 block_2_project_BN (BatchNorma  (None, 56, 56, 24)  96          ['block_2_project[0][0]']        
 lization)                                                                                        
                                                                                                  
 block_2_add (Add)              (None, 56, 56, 24)   0           ['block_1_project_BN[0][0]',     
                                                                  'block_2_project_BN[0][0]']     
                                                                                                  
 block_3_expand (Conv2D)        (None, 56, 56, 144)  3456        ['block_2_add[0][0]']            
                                                                                                  
 block_3_expand_BN (BatchNormal  (None, 56, 56, 144)  576        ['block_3_expand[0][0]']         
 ization)                                                                                         
                                                                                                  
 block_3_expand_relu (ReLU)     (None, 56, 56, 144)  0           ['block_3_expand_BN[0][0]']      
                                                                                                  
 block_3_pad (ZeroPadding2D)    (None, 57, 57, 144)  0           ['block_3_expand_relu[0][0]']    
                                                                                                  
 block_3_depthwise (DepthwiseCo  (None, 28, 28, 144)  1296       ['block_3_pad[0][0]']            
 nv2D)                                                                                            
                                                                                                  
 block_3_depthwise_BN (BatchNor  (None, 28, 28, 144)  576        ['block_3_depthwise[0][0]']      
 malization)                                                                                      
                                                                                                  
 block_3_depthwise_relu (ReLU)  (None, 28, 28, 144)  0           ['block_3_depthwise_BN[0][0]']   
                                                                                                  
 block_3_project (Conv2D)       (None, 28, 28, 32)   4608        ['block_3_depthwise_relu[0][0]'] 
                                                                                                  
 block_3_project_BN (BatchNorma  (None, 28, 28, 32)  128         ['block_3_project[0][0]']        
 lization)                                                                                        
                                                                                                  
 block_4_expand (Conv2D)        (None, 28, 28, 192)  6144        ['block_3_project_BN[0][0]']     
                                                                                                  
 block_4_expand_BN (BatchNormal  (None, 28, 28, 192)  768        ['block_4_expand[0][0]']         
 ization)                                                                                         
                                                                                                  
 block_4_expand_relu (ReLU)     (None, 28, 28, 192)  0           ['block_4_expand_BN[0][0]']      
                                                                                                  
 block_4_depthwise (DepthwiseCo  (None, 28, 28, 192)  1728       ['block_4_expand_relu[0][0]']    
 nv2D)                                                                                            
                                                                                                  
 block_4_depthwise_BN (BatchNor  (None, 28, 28, 192)  768        ['block_4_depthwise[0][0]']      
 malization)                                                                                      
                                                                                                  
 block_4_depthwise_relu (ReLU)  (None, 28, 28, 192)  0           ['block_4_depthwise_BN[0][0]']   
                                                                                                  
 block_4_project (Conv2D)       (None, 28, 28, 32)   6144        ['block_4_depthwise_relu[0][0]'] 
                                                                                                  
 block_4_project_BN (BatchNorma  (None, 28, 28, 32)  128         ['block_4_project[0][0]']        
 lization)                                                                                        
                                                                                                  
 block_4_add (Add)              (None, 28, 28, 32)   0           ['block_3_project_BN[0][0]',     
                                                                  'block_4_project_BN[0][0]']     
                                                                                                  
 block_5_expand (Conv2D)        (None, 28, 28, 192)  6144        ['block_4_add[0][0]']            
                                                                                                  
 block_5_expand_BN (BatchNormal  (None, 28, 28, 192)  768        ['block_5_expand[0][0]']         
 ization)                                                                                         
                                                                                                  
 block_5_expand_relu (ReLU)     (None, 28, 28, 192)  0           ['block_5_expand_BN[0][0]']      
                                                                                                  
 block_5_depthwise (DepthwiseCo  (None, 28, 28, 192)  1728       ['block_5_expand_relu[0][0]']    
 nv2D)                                                                                            
                                                                                                  
 block_5_depthwise_BN (BatchNor  (None, 28, 28, 192)  768        ['block_5_depthwise[0][0]']      
 malization)                                                                                      
                                                                                                  
 block_5_depthwise_relu (ReLU)  (None, 28, 28, 192)  0           ['block_5_depthwise_BN[0][0]']   
                                                                                                  
 block_5_project (Conv2D)       (None, 28, 28, 32)   6144        ['block_5_depthwise_relu[0][0]'] 
                                                                                                  
 block_5_project_BN (BatchNorma  (None, 28, 28, 32)  128         ['block_5_project[0][0]']        
 lization)                                                                                        
                                                                                                  
 block_5_add (Add)              (None, 28, 28, 32)   0           ['block_4_add[0][0]',            
                                                                  'block_5_project_BN[0][0]']     
                                                                                                  
 block_6_expand (Conv2D)        (None, 28, 28, 192)  6144        ['block_5_add[0][0]']            
                                                                                                  
 block_6_expand_BN (BatchNormal  (None, 28, 28, 192)  768        ['block_6_expand[0][0]']         
 ization)                                                                                         
                                                                                                  
 block_6_expand_relu (ReLU)     (None, 28, 28, 192)  0           ['block_6_expand_BN[0][0]']      
                                                                                                  
 block_6_pad (ZeroPadding2D)    (None, 29, 29, 192)  0           ['block_6_expand_relu[0][0]']    
                                                                                                  
 block_6_depthwise (DepthwiseCo  (None, 14, 14, 192)  1728       ['block_6_pad[0][0]']            
 nv2D)                                                                                            
                                                                                                  
 block_6_depthwise_BN (BatchNor  (None, 14, 14, 192)  768        ['block_6_depthwise[0][0]']      
 malization)                                                                                      
                                                                                                  
 block_6_depthwise_relu (ReLU)  (None, 14, 14, 192)  0           ['block_6_depthwise_BN[0][0]']   
                                                                                                  
 block_6_project (Conv2D)       (None, 14, 14, 64)   12288       ['block_6_depthwise_relu[0][0]'] 
                                                                                                  
 block_6_project_BN (BatchNorma  (None, 14, 14, 64)  256         ['block_6_project[0][0]']        
 lization)                                                                                        
                                                                                                  
 block_7_expand (Conv2D)        (None, 14, 14, 384)  24576       ['block_6_project_BN[0][0]']     
                                                                                                  
 block_7_expand_BN (BatchNormal  (None, 14, 14, 384)  1536       ['block_7_expand[0][0]']         
 ization)                                                                                         
                                                                                                  
 block_7_expand_relu (ReLU)     (None, 14, 14, 384)  0           ['block_7_expand_BN[0][0]']      
                                                                                                  
 block_7_depthwise (DepthwiseCo  (None, 14, 14, 384)  3456       ['block_7_expand_relu[0][0]']    
 nv2D)                                                                                            
                                                                                                  
 block_7_depthwise_BN (BatchNor  (None, 14, 14, 384)  1536       ['block_7_depthwise[0][0]']      
 malization)                                                                                      
                                                                                                  
 block_7_depthwise_relu (ReLU)  (None, 14, 14, 384)  0           ['block_7_depthwise_BN[0][0]']   
                                                                                                  
 block_7_project (Conv2D)       (None, 14, 14, 64)   24576       ['block_7_depthwise_relu[0][0]'] 
                                                                                                  
 block_7_project_BN (BatchNorma  (None, 14, 14, 64)  256         ['block_7_project[0][0]']        
 lization)                                                                                        
                                                                                                  
 block_7_add (Add)              (None, 14, 14, 64)   0           ['block_6_project_BN[0][0]',     
                                                                  'block_7_project_BN[0][0]']     
                                                                                                  
 block_8_expand (Conv2D)        (None, 14, 14, 384)  24576       ['block_7_add[0][0]']            
                                                                                                  
 block_8_expand_BN (BatchNormal  (None, 14, 14, 384)  1536       ['block_8_expand[0][0]']         
 ization)                                                                                         
                                                                                                  
 block_8_expand_relu (ReLU)     (None, 14, 14, 384)  0           ['block_8_expand_BN[0][0]']      
                                                                                                  
 block_8_depthwise (DepthwiseCo  (None, 14, 14, 384)  3456       ['block_8_expand_relu[0][0]']    
 nv2D)                                                                                            
                                                                                                  
 block_8_depthwise_BN (BatchNor  (None, 14, 14, 384)  1536       ['block_8_depthwise[0][0]']      
 malization)                                                                                      
                                                                                                  
 block_8_depthwise_relu (ReLU)  (None, 14, 14, 384)  0           ['block_8_depthwise_BN[0][0]']   
                                                                                                  
 block_8_project (Conv2D)       (None, 14, 14, 64)   24576       ['block_8_depthwise_relu[0][0]'] 
                                                                                                  
 block_8_project_BN (BatchNorma  (None, 14, 14, 64)  256         ['block_8_project[0][0]']        
 lization)                                                                                        
                                                                                                  
 block_8_add (Add)              (None, 14, 14, 64)   0           ['block_7_add[0][0]',            
                                                                  'block_8_project_BN[0][0]']     
                                                                                                  
 block_9_expand (Conv2D)        (None, 14, 14, 384)  24576       ['block_8_add[0][0]']            
                                                                                                  
 block_9_expand_BN (BatchNormal  (None, 14, 14, 384)  1536       ['block_9_expand[0][0]']         
 ization)                                                                                         
                                                                                                  
 block_9_expand_relu (ReLU)     (None, 14, 14, 384)  0           ['block_9_expand_BN[0][0]']      
                                                                                                  
 block_9_depthwise (DepthwiseCo  (None, 14, 14, 384)  3456       ['block_9_expand_relu[0][0]']    
 nv2D)                                                                                            
                                                                                                  
 block_9_depthwise_BN (BatchNor  (None, 14, 14, 384)  1536       ['block_9_depthwise[0][0]']      
 malization)                                                                                      
                                                                                                  
 block_9_depthwise_relu (ReLU)  (None, 14, 14, 384)  0           ['block_9_depthwise_BN[0][0]']   
                                                                                                  
 block_9_project (Conv2D)       (None, 14, 14, 64)   24576       ['block_9_depthwise_relu[0][0]'] 
                                                                                                  
 block_9_project_BN (BatchNorma  (None, 14, 14, 64)  256         ['block_9_project[0][0]']        
 lization)                                                                                        
                                                                                                  
 block_9_add (Add)              (None, 14, 14, 64)   0           ['block_8_add[0][0]',            
                                                                  'block_9_project_BN[0][0]']     
                                                                                                  
 block_10_expand (Conv2D)       (None, 14, 14, 384)  24576       ['block_9_add[0][0]']            
                                                                                                  
 block_10_expand_BN (BatchNorma  (None, 14, 14, 384)  1536       ['block_10_expand[0][0]']        
 lization)                                                                                        
                                                                                                  
 block_10_expand_relu (ReLU)    (None, 14, 14, 384)  0           ['block_10_expand_BN[0][0]']     
                                                                                                  
 block_10_depthwise (DepthwiseC  (None, 14, 14, 384)  3456       ['block_10_expand_relu[0][0]']   
 onv2D)                                                                                           
                                                                                                  
 block_10_depthwise_BN (BatchNo  (None, 14, 14, 384)  1536       ['block_10_depthwise[0][0]']     
 rmalization)                                                                                     
                                                                                                  
 block_10_depthwise_relu (ReLU)  (None, 14, 14, 384)  0          ['block_10_depthwise_BN[0][0]']  
                                                                                                  
 block_10_project (Conv2D)      (None, 14, 14, 96)   36864       ['block_10_depthwise_relu[0][0]']
                                                                                                  
 block_10_project_BN (BatchNorm  (None, 14, 14, 96)  384         ['block_10_project[0][0]']       
 alization)                                                                                       
                                                                                                  
 block_11_expand (Conv2D)       (None, 14, 14, 576)  55296       ['block_10_project_BN[0][0]']    
                                                                                                  
 block_11_expand_BN (BatchNorma  (None, 14, 14, 576)  2304       ['block_11_expand[0][0]']        
 lization)                                                                                        
                                                                                                  
 block_11_expand_relu (ReLU)    (None, 14, 14, 576)  0           ['block_11_expand_BN[0][0]']     
                                                                                                  
 block_11_depthwise (DepthwiseC  (None, 14, 14, 576)  5184       ['block_11_expand_relu[0][0]']   
 onv2D)                                                                                           
                                                                                                  
 block_11_depthwise_BN (BatchNo  (None, 14, 14, 576)  2304       ['block_11_depthwise[0][0]']     
 rmalization)                                                                                     
                                                                                                  
 block_11_depthwise_relu (ReLU)  (None, 14, 14, 576)  0          ['block_11_depthwise_BN[0][0]']  
                                                                                                  
 block_11_project (Conv2D)      (None, 14, 14, 96)   55296       ['block_11_depthwise_relu[0][0]']
                                                                                                  
 block_11_project_BN (BatchNorm  (None, 14, 14, 96)  384         ['block_11_project[0][0]']       
 alization)                                                                                       
                                                                                                  
 block_11_add (Add)             (None, 14, 14, 96)   0           ['block_10_project_BN[0][0]',    
                                                                  'block_11_project_BN[0][0]']    
                                                                                                  
 block_12_expand (Conv2D)       (None, 14, 14, 576)  55296       ['block_11_add[0][0]']           
                                                                                                  
 block_12_expand_BN (BatchNorma  (None, 14, 14, 576)  2304       ['block_12_expand[0][0]']        
 lization)                                                                                        
                                                                                                  
 block_12_expand_relu (ReLU)    (None, 14, 14, 576)  0           ['block_12_expand_BN[0][0]']     
                                                                                                  
 block_12_depthwise (DepthwiseC  (None, 14, 14, 576)  5184       ['block_12_expand_relu[0][0]']   
 onv2D)                                                                                           
                                                                                                  
 block_12_depthwise_BN (BatchNo  (None, 14, 14, 576)  2304       ['block_12_depthwise[0][0]']     
 rmalization)                                                                                     
                                                                                                  
 block_12_depthwise_relu (ReLU)  (None, 14, 14, 576)  0          ['block_12_depthwise_BN[0][0]']  
                                                                                                  
 block_12_project (Conv2D)      (None, 14, 14, 96)   55296       ['block_12_depthwise_relu[0][0]']
                                                                                                  
 block_12_project_BN (BatchNorm  (None, 14, 14, 96)  384         ['block_12_project[0][0]']       
 alization)                                                                                       
                                                                                                  
 block_12_add (Add)             (None, 14, 14, 96)   0           ['block_11_add[0][0]',           
                                                                  'block_12_project_BN[0][0]']    
                                                                                                  
 block_13_expand (Conv2D)       (None, 14, 14, 576)  55296       ['block_12_add[0][0]']           
                                                                                                  
 block_13_expand_BN (BatchNorma  (None, 14, 14, 576)  2304       ['block_13_expand[0][0]']        
 lization)                                                                                        
                                                                                                  
 block_13_expand_relu (ReLU)    (None, 14, 14, 576)  0           ['block_13_expand_BN[0][0]']     
                                                                                                  
 block_13_pad (ZeroPadding2D)   (None, 15, 15, 576)  0           ['block_13_expand_relu[0][0]']   
                                                                                                  
 block_13_depthwise (DepthwiseC  (None, 7, 7, 576)   5184        ['block_13_pad[0][0]']           
 onv2D)                                                                                           
                                                                                                  
 block_13_depthwise_BN (BatchNo  (None, 7, 7, 576)   2304        ['block_13_depthwise[0][0]']     
 rmalization)                                                                                     
                                                                                                  
 block_13_depthwise_relu (ReLU)  (None, 7, 7, 576)   0           ['block_13_depthwise_BN[0][0]']  
                                                                                                  
 block_13_project (Conv2D)      (None, 7, 7, 160)    92160       ['block_13_depthwise_relu[0][0]']
                                                                                                  
 block_13_project_BN (BatchNorm  (None, 7, 7, 160)   640         ['block_13_project[0][0]']       
 alization)                                                                                       
                                                                                                  
 block_14_expand (Conv2D)       (None, 7, 7, 960)    153600      ['block_13_project_BN[0][0]']    
                                                                                                  
 block_14_expand_BN (BatchNorma  (None, 7, 7, 960)   3840        ['block_14_expand[0][0]']        
 lization)                                                                                        
                                                                                                  
 block_14_expand_relu (ReLU)    (None, 7, 7, 960)    0           ['block_14_expand_BN[0][0]']     
                                                                                                  
 block_14_depthwise (DepthwiseC  (None, 7, 7, 960)   8640        ['block_14_expand_relu[0][0]']   
 onv2D)                                                                                           
                                                                                                  
 block_14_depthwise_BN (BatchNo  (None, 7, 7, 960)   3840        ['block_14_depthwise[0][0]']     
 rmalization)                                                                                     
                                                                                                  
 block_14_depthwise_relu (ReLU)  (None, 7, 7, 960)   0           ['block_14_depthwise_BN[0][0]']  
                                                                                                  
 block_14_project (Conv2D)      (None, 7, 7, 160)    153600      ['block_14_depthwise_relu[0][0]']
                                                                                                  
 block_14_project_BN (BatchNorm  (None, 7, 7, 160)   640         ['block_14_project[0][0]']       
 alization)                                                                                       
                                                                                                  
 block_14_add (Add)             (None, 7, 7, 160)    0           ['block_13_project_BN[0][0]',    
                                                                  'block_14_project_BN[0][0]']    
                                                                                                  
 block_15_expand (Conv2D)       (None, 7, 7, 960)    153600      ['block_14_add[0][0]']           
                                                                                                  
 block_15_expand_BN (BatchNorma  (None, 7, 7, 960)   3840        ['block_15_expand[0][0]']        
 lization)                                                                                        
                                                                                                  
 block_15_expand_relu (ReLU)    (None, 7, 7, 960)    0           ['block_15_expand_BN[0][0]']     
                                                                                                  
 block_15_depthwise (DepthwiseC  (None, 7, 7, 960)   8640        ['block_15_expand_relu[0][0]']   
 onv2D)                                                                                           
                                                                                                  
 block_15_depthwise_BN (BatchNo  (None, 7, 7, 960)   3840        ['block_15_depthwise[0][0]']     
 rmalization)                                                                                     
                                                                                                  
 block_15_depthwise_relu (ReLU)  (None, 7, 7, 960)   0           ['block_15_depthwise_BN[0][0]']  
                                                                                                  
 block_15_project (Conv2D)      (None, 7, 7, 160)    153600      ['block_15_depthwise_relu[0][0]']
                                                                                                  
 block_15_project_BN (BatchNorm  (None, 7, 7, 160)   640         ['block_15_project[0][0]']       
 alization)                                                                                       
                                                                                                  
 block_15_add (Add)             (None, 7, 7, 160)    0           ['block_14_add[0][0]',           
                                                                  'block_15_project_BN[0][0]']    
                                                                                                  
 block_16_expand (Conv2D)       (None, 7, 7, 960)    153600      ['block_15_add[0][0]']           
                                                                                                  
 block_16_expand_BN (BatchNorma  (None, 7, 7, 960)   3840        ['block_16_expand[0][0]']        
 lization)                                                                                        
                                                                                                  
 block_16_expand_relu (ReLU)    (None, 7, 7, 960)    0           ['block_16_expand_BN[0][0]']     
                                                                                                  
 block_16_depthwise (DepthwiseC  (None, 7, 7, 960)   8640        ['block_16_expand_relu[0][0]']   
 onv2D)                                                                                           
                                                                                                  
 block_16_depthwise_BN (BatchNo  (None, 7, 7, 960)   3840        ['block_16_depthwise[0][0]']     
 rmalization)                                                                                     
                                                                                                  
 block_16_depthwise_relu (ReLU)  (None, 7, 7, 960)   0           ['block_16_depthwise_BN[0][0]']  
                                                                                                  
 block_16_project (Conv2D)      (None, 7, 7, 320)    307200      ['block_16_depthwise_relu[0][0]']
                                                                                                  
 block_16_project_BN (BatchNorm  (None, 7, 7, 320)   1280        ['block_16_project[0][0]']       
 alization)                                                                                       
                                                                                                  
 Conv_1 (Conv2D)                (None, 7, 7, 1280)   409600      ['block_16_project_BN[0][0]']    
                                                                                                  
 Conv_1_bn (BatchNormalization)  (None, 7, 7, 1280)  5120        ['Conv_1[0][0]']                 
                                                                                                  
 out_relu (ReLU)                (None, 7, 7, 1280)   0           ['Conv_1_bn[0][0]']              
                                                                                                  
 up_sampling2d_16 (UpSampling2D  (None, 14, 14, 1280  0          ['out_relu[0][0]']               
 )                              )                                                                 
                                                                                                  
 concatenate_16 (Concatenate)   (None, 14, 14, 1344  0           ['up_sampling2d_16[0][0]',       
                                )                                 'block_7_add[0][0]']            
                                                                                                  
 Conv_6_1_conv (Conv2D)         (None, 14, 14, 640)  7742080     ['concatenate_16[0][0]']         
                                                                                                  
 Conv_6_1BatchNormalization (Ba  (None, 14, 14, 640)  2560       ['Conv_6_1_conv[0][0]']          
 tchNormalization)                                                                                
                                                                                                  
 Conv_6_1ActivationLayer (Activ  (None, 14, 14, 640)  0          ['Conv_6_1BatchNormalization[0][0
 ation)                                                          ]']                              
                                                                                                  
 Conv_6_2_conv (Conv2D)         (None, 14, 14, 640)  3687040     ['Conv_6_1ActivationLayer[0][0]']
                                                                                                  
 Conv_6_2BatchNormalization (Ba  (None, 14, 14, 640)  2560       ['Conv_6_2_conv[0][0]']          
 tchNormalization)                                                                                
                                                                                                  
 Conv_6_2ActivationLayer (Activ  (None, 14, 14, 640)  0          ['Conv_6_2BatchNormalization[0][0
 ation)                                                          ]']                              
                                                                                                  
 up_sampling2d_17 (UpSampling2D  (None, 28, 28, 640)  0          ['Conv_6_2ActivationLayer[0][0]']
 )                                                                                                
                                                                                                  
 concatenate_17 (Concatenate)   (None, 28, 28, 672)  0           ['up_sampling2d_17[0][0]',       
                                                                  'block_4_add[0][0]']            
                                                                                                  
 Conv_7_1_conv (Conv2D)         (None, 28, 28, 256)  1548544     ['concatenate_17[0][0]']         
                                                                                                  
 Conv_7_1BatchNormalization (Ba  (None, 28, 28, 256)  1024       ['Conv_7_1_conv[0][0]']          
 tchNormalization)                                                                                
                                                                                                  
 Conv_7_1ActivationLayer (Activ  (None, 28, 28, 256)  0          ['Conv_7_1BatchNormalization[0][0
 ation)                                                          ]']                              
                                                                                                  
 Conv_7_2_conv (Conv2D)         (None, 28, 28, 256)  590080      ['Conv_7_1ActivationLayer[0][0]']
                                                                                                  
 Conv_7_2BatchNormalization (Ba  (None, 28, 28, 256)  1024       ['Conv_7_2_conv[0][0]']          
 tchNormalization)                                                                                
                                                                                                  
 Conv_7_2ActivationLayer (Activ  (None, 28, 28, 256)  0          ['Conv_7_2BatchNormalization[0][0
 ation)                                                          ]']                              
                                                                                                  
 up_sampling2d_18 (UpSampling2D  (None, 56, 56, 256)  0          ['Conv_7_2ActivationLayer[0][0]']
 )                                                                                                
                                                                                                  
 concatenate_18 (Concatenate)   (None, 56, 56, 280)  0           ['up_sampling2d_18[0][0]',       
                                                                  'block_2_add[0][0]']            
                                                                                                  
 Conv_8_1_conv (Conv2D)         (None, 56, 56, 64)   161344      ['concatenate_18[0][0]']         
                                                                                                  
 Conv_8_1BatchNormalization (Ba  (None, 56, 56, 64)  256         ['Conv_8_1_conv[0][0]']          
 tchNormalization)                                                                                
                                                                                                  
 Conv_8_1ActivationLayer (Activ  (None, 56, 56, 64)  0           ['Conv_8_1BatchNormalization[0][0
 ation)                                                          ]']                              
                                                                                                  
 Conv_8_2_conv (Conv2D)         (None, 56, 56, 64)   36928       ['Conv_8_1ActivationLayer[0][0]']
                                                                                                  
 Conv_8_2BatchNormalization (Ba  (None, 56, 56, 64)  256         ['Conv_8_2_conv[0][0]']          
 tchNormalization)                                                                                
                                                                                                  
 Conv_8_2ActivationLayer (Activ  (None, 56, 56, 64)  0           ['Conv_8_2BatchNormalization[0][0
 ation)                                                          ]']                              
                                                                                                  
 up_sampling2d_19 (UpSampling2D  (None, 112, 112, 64  0          ['Conv_8_2ActivationLayer[0][0]']
 )                              )                                                                 
                                                                                                  
 concatenate_19 (Concatenate)   (None, 112, 112, 96  0           ['up_sampling2d_19[0][0]',       
                                )                                 'Conv1[0][0]']                  
                                                                                                  
 Conv_9_1_conv (Conv2D)         (None, 112, 112, 32  27680       ['concatenate_19[0][0]']         
                                )                                                                 
                                                                                                  
 Conv_9_1BatchNormalization (Ba  (None, 112, 112, 32  128        ['Conv_9_1_conv[0][0]']          
 tchNormalization)              )                                                                 
                                                                                                  
 Conv_9_1ActivationLayer (Activ  (None, 112, 112, 32  0          ['Conv_9_1BatchNormalization[0][0
 ation)                         )                                ]']                              
                                                                                                  
 Conv_9_2_conv (Conv2D)         (None, 112, 112, 32  9248        ['Conv_9_1ActivationLayer[0][0]']
                                )                                                                 
                                                                                                  
 Conv_9_2BatchNormalization (Ba  (None, 112, 112, 32  128        ['Conv_9_2_conv[0][0]']          
 tchNormalization)              )                                                                 
                                                                                                  
 Conv_9_2ActivationLayer (Activ  (None, 112, 112, 32  0          ['Conv_9_2BatchNormalization[0][0
 ation)                         )                                ]']                              
                                                                                                  
 up_sampling2d_20 (UpSampling2D  (None, 224, 224, 32  0          ['Conv_9_2ActivationLayer[0][0]']
 )                              )                                                                 
                                                                                                  
 concatenate_20 (Concatenate)   (None, 224, 224, 35  0           ['up_sampling2d_20[0][0]',       
                                )                                 'input_6[0][0]']                
                                                                                                  
 Conv_10_1_conv (Conv2D)        (None, 224, 224, 16  5056        ['concatenate_20[0][0]']         
                                )                                                                 
                                                                                                  
 Conv_10_1BatchNormalization (B  (None, 224, 224, 16  64         ['Conv_10_1_conv[0][0]']         
 atchNormalization)             )                                                                 
                                                                                                  
 Conv_10_1ActivationLayer (Acti  (None, 224, 224, 16  0          ['Conv_10_1BatchNormalization[0][
 vation)                        )                                0]']                             
                                                                                                  
 Conv_10_2_conv (Conv2D)        (None, 224, 224, 16  2320        ['Conv_10_1ActivationLayer[0][0]'
                                )                                ]                                
                                                                                                  
 Conv_10_2BatchNormalization (B  (None, 224, 224, 16  64         ['Conv_10_2_conv[0][0]']         
 atchNormalization)             )                                                                 
                                                                                                  
 Conv_10_2ActivationLayer (Acti  (None, 224, 224, 16  0          ['Conv_10_2BatchNormalization[0][
 vation)                        )                                0]']                             
                                                                                                  
 conv2d_3 (Conv2D)              (None, 224, 224, 1)  17          ['Conv_10_2ActivationLayer[0][0]'
                                                                 ]                                
                                                                                                  
 reshape_3 (Reshape)            (None, 224, 224)     0           ['conv2d_3[0][0]']               
                                                                                                  
==================================================================================================
Total params: 16,076,385
Trainable params: 13,814,369
Non-trainable params: 2,262,016
__________________________________________________________________________________________________

2B.Design your own Dice Coefficient and Loss function.

In [27]:
def dice_coefficient(y_true, y_pred):
    numerator = 2 * tf.reduce_sum(y_true * y_pred)
    denominator = tf.reduce_sum(y_true + y_pred)

    return numerator / (denominator + tf.keras.backend.epsilon())
In [28]:
from keras.losses import binary_crossentropy
from keras.backend import log, epsilon

def loss(y_true, y_pred):
    return binary_crossentropy(y_true, y_pred) - log(dice_coefficient(y_true, y_pred) + epsilon())

2C.Train and tune the model as required.

In [29]:
from keras.optimizers import Adam
optimizer = Adam(lr=1e-4, beta_1=0.9, beta_2=0.999, epsilon=None, decay=0.0, amsgrad=False)
model.compile(loss=loss, optimizer=optimizer, metrics=[dice_coefficient])
In [30]:
from keras.callbacks import ModelCheckpoint, EarlyStopping, ReduceLROnPlateau
checkpoint = ModelCheckpoint('model_{loss:.2f}.h5', monitor = 'loss', verbose = 1, save_best_only = True, save_weights_only = True, mode = 'min', save_freq = 1)
stop = EarlyStopping(monitor="val_loss", patience=5, mode="min")
reduce_lr = ReduceLROnPlateau(monitor="val_loss", factor=0.1, patience=3, min_lr=1e-6, verbose=1, mode="min")
In [31]:
print(X_train.shape)
print(y_train.shape)
print(X_test.shape)
print(y_test.shape)
(400, 224, 224, 3)
(400, 224, 224)
(9, 224, 224, 3)
(9, 224, 224)
In [32]:
model.fit(X_train, y_train, epochs = 10, batch_size =1, callbacks = [checkpoint, reduce_lr, stop], validation_data = (X_test, y_test))
Streaming output truncated to the last 5000 lines.
307/400 [======================>.......] - ETA: 1:48 - loss: 0.8370 - dice_coefficient: 0.5737
Epoch 4: loss did not improve from 0.55412
308/400 [======================>.......] - ETA: 1:47 - loss: 0.8356 - dice_coefficient: 0.5743
Epoch 4: loss did not improve from 0.55412
309/400 [======================>.......] - ETA: 1:45 - loss: 0.8359 - dice_coefficient: 0.5739
Epoch 4: loss did not improve from 0.55412
310/400 [======================>.......] - ETA: 1:44 - loss: 0.8365 - dice_coefficient: 0.5733
Epoch 4: loss did not improve from 0.55412
311/400 [======================>.......] - ETA: 1:43 - loss: 0.8359 - dice_coefficient: 0.5734
Epoch 4: loss did not improve from 0.55412
312/400 [======================>.......] - ETA: 1:42 - loss: 0.8347 - dice_coefficient: 0.5738
Epoch 4: loss did not improve from 0.55412
313/400 [======================>.......] - ETA: 1:41 - loss: 0.8343 - dice_coefficient: 0.5739
Epoch 4: loss did not improve from 0.55412
314/400 [======================>.......] - ETA: 1:39 - loss: 0.8332 - dice_coefficient: 0.5744
Epoch 4: loss did not improve from 0.55412
315/400 [======================>.......] - ETA: 1:38 - loss: 0.8319 - dice_coefficient: 0.5751
Epoch 4: loss did not improve from 0.55412
316/400 [======================>.......] - ETA: 1:37 - loss: 0.8308 - dice_coefficient: 0.5755
Epoch 4: loss did not improve from 0.55412
317/400 [======================>.......] - ETA: 1:36 - loss: 0.8311 - dice_coefficient: 0.5751
Epoch 4: loss did not improve from 0.55412
318/400 [======================>.......] - ETA: 1:35 - loss: 0.8307 - dice_coefficient: 0.5750
Epoch 4: loss did not improve from 0.55412
319/400 [======================>.......] - ETA: 1:34 - loss: 0.8319 - dice_coefficient: 0.5742
Epoch 4: loss did not improve from 0.55412
320/400 [=======================>......] - ETA: 1:33 - loss: 0.8314 - dice_coefficient: 0.5742
Epoch 4: loss did not improve from 0.55412
321/400 [=======================>......] - ETA: 1:31 - loss: 0.8304 - dice_coefficient: 0.5746
Epoch 4: loss did not improve from 0.55412
322/400 [=======================>......] - ETA: 1:30 - loss: 0.8293 - dice_coefficient: 0.5751
Epoch 4: loss did not improve from 0.55412
323/400 [=======================>......] - ETA: 1:29 - loss: 0.8278 - dice_coefficient: 0.5759
Epoch 4: loss did not improve from 0.55412
324/400 [=======================>......] - ETA: 1:28 - loss: 0.8291 - dice_coefficient: 0.5752
Epoch 4: loss did not improve from 0.55412
325/400 [=======================>......] - ETA: 1:27 - loss: 0.8284 - dice_coefficient: 0.5752
Epoch 4: loss did not improve from 0.55412
326/400 [=======================>......] - ETA: 1:25 - loss: 0.8282 - dice_coefficient: 0.5751
Epoch 4: loss did not improve from 0.55412
327/400 [=======================>......] - ETA: 1:24 - loss: 0.8268 - dice_coefficient: 0.5758
Epoch 4: loss did not improve from 0.55412
328/400 [=======================>......] - ETA: 1:23 - loss: 0.8260 - dice_coefficient: 0.5760
Epoch 4: loss did not improve from 0.55412
329/400 [=======================>......] - ETA: 1:22 - loss: 0.8247 - dice_coefficient: 0.5765
Epoch 4: loss did not improve from 0.55412
330/400 [=======================>......] - ETA: 1:21 - loss: 0.8258 - dice_coefficient: 0.5759
Epoch 4: loss did not improve from 0.55412
331/400 [=======================>......] - ETA: 1:20 - loss: 0.8290 - dice_coefficient: 0.5747
Epoch 4: loss did not improve from 0.55412
332/400 [=======================>......] - ETA: 1:19 - loss: 0.8276 - dice_coefficient: 0.5754
Epoch 4: loss did not improve from 0.55412
333/400 [=======================>......] - ETA: 1:17 - loss: 0.8263 - dice_coefficient: 0.5761
Epoch 4: loss did not improve from 0.55412
334/400 [========================>.....] - ETA: 1:16 - loss: 0.8268 - dice_coefficient: 0.5756
Epoch 4: loss did not improve from 0.55412
335/400 [========================>.....] - ETA: 1:15 - loss: 0.8312 - dice_coefficient: 0.5743
Epoch 4: loss did not improve from 0.55412
336/400 [========================>.....] - ETA: 1:14 - loss: 0.8300 - dice_coefficient: 0.5748
Epoch 4: loss did not improve from 0.55412
337/400 [========================>.....] - ETA: 1:13 - loss: 0.8295 - dice_coefficient: 0.5748
Epoch 4: loss did not improve from 0.55412
338/400 [========================>.....] - ETA: 1:11 - loss: 0.8287 - dice_coefficient: 0.5750
Epoch 4: loss did not improve from 0.55412
339/400 [========================>.....] - ETA: 1:10 - loss: 0.8296 - dice_coefficient: 0.5744
Epoch 4: loss did not improve from 0.55412
340/400 [========================>.....] - ETA: 1:09 - loss: 0.8290 - dice_coefficient: 0.5744
Epoch 4: loss did not improve from 0.55412
341/400 [========================>.....] - ETA: 1:08 - loss: 0.8314 - dice_coefficient: 0.5734
Epoch 4: loss did not improve from 0.55412
342/400 [========================>.....] - ETA: 1:07 - loss: 0.8301 - dice_coefficient: 0.5740
Epoch 4: loss did not improve from 0.55412
343/400 [========================>.....] - ETA: 1:06 - loss: 0.8291 - dice_coefficient: 0.5746
Epoch 4: loss did not improve from 0.55412
344/400 [========================>.....] - ETA: 1:05 - loss: 0.8286 - dice_coefficient: 0.5747
Epoch 4: loss did not improve from 0.55412
345/400 [========================>.....] - ETA: 1:03 - loss: 0.8294 - dice_coefficient: 0.5741
Epoch 4: loss did not improve from 0.55412
346/400 [========================>.....] - ETA: 1:02 - loss: 0.8285 - dice_coefficient: 0.5743
Epoch 4: loss did not improve from 0.55412
347/400 [=========================>....] - ETA: 1:01 - loss: 0.8286 - dice_coefficient: 0.5740
Epoch 4: loss did not improve from 0.55412
348/400 [=========================>....] - ETA: 1:00 - loss: 0.8278 - dice_coefficient: 0.5746
Epoch 4: loss did not improve from 0.55412
349/400 [=========================>....] - ETA: 59s - loss: 0.8263 - dice_coefficient: 0.5753 
Epoch 4: loss did not improve from 0.55412
350/400 [=========================>....] - ETA: 57s - loss: 0.8254 - dice_coefficient: 0.5756
Epoch 4: loss did not improve from 0.55412
351/400 [=========================>....] - ETA: 56s - loss: 0.8245 - dice_coefficient: 0.5759
Epoch 4: loss did not improve from 0.55412
352/400 [=========================>....] - ETA: 55s - loss: 0.8236 - dice_coefficient: 0.5761
Epoch 4: loss did not improve from 0.55412
353/400 [=========================>....] - ETA: 54s - loss: 0.8222 - dice_coefficient: 0.5768
Epoch 4: loss did not improve from 0.55412
354/400 [=========================>....] - ETA: 53s - loss: 0.8210 - dice_coefficient: 0.5773
Epoch 4: loss did not improve from 0.55412
355/400 [=========================>....] - ETA: 52s - loss: 0.8199 - dice_coefficient: 0.5777
Epoch 4: loss did not improve from 0.55412
356/400 [=========================>....] - ETA: 51s - loss: 0.8188 - dice_coefficient: 0.5781
Epoch 4: loss did not improve from 0.55412
357/400 [=========================>....] - ETA: 49s - loss: 0.8174 - dice_coefficient: 0.5787
Epoch 4: loss did not improve from 0.55412
358/400 [=========================>....] - ETA: 48s - loss: 0.8167 - dice_coefficient: 0.5792
Epoch 4: loss did not improve from 0.55412
359/400 [=========================>....] - ETA: 47s - loss: 0.8161 - dice_coefficient: 0.5797
Epoch 4: loss did not improve from 0.55412
360/400 [==========================>...] - ETA: 46s - loss: 0.8157 - dice_coefficient: 0.5798
Epoch 4: loss did not improve from 0.55412
361/400 [==========================>...] - ETA: 45s - loss: 0.8153 - dice_coefficient: 0.5798
Epoch 4: loss did not improve from 0.55412
362/400 [==========================>...] - ETA: 43s - loss: 0.8140 - dice_coefficient: 0.5804
Epoch 4: loss did not improve from 0.55412
363/400 [==========================>...] - ETA: 42s - loss: 0.8127 - dice_coefficient: 0.5811
Epoch 4: loss did not improve from 0.55412
364/400 [==========================>...] - ETA: 41s - loss: 0.8125 - dice_coefficient: 0.5810
Epoch 4: loss did not improve from 0.55412
365/400 [==========================>...] - ETA: 40s - loss: 0.8115 - dice_coefficient: 0.5814
Epoch 4: loss did not improve from 0.55412
366/400 [==========================>...] - ETA: 39s - loss: 0.8107 - dice_coefficient: 0.5816
Epoch 4: loss did not improve from 0.55412
367/400 [==========================>...] - ETA: 38s - loss: 0.8092 - dice_coefficient: 0.5823
Epoch 4: loss did not improve from 0.55412
368/400 [==========================>...] - ETA: 37s - loss: 0.8084 - dice_coefficient: 0.5826
Epoch 4: loss did not improve from 0.55412
369/400 [==========================>...] - ETA: 35s - loss: 0.8076 - dice_coefficient: 0.5828
Epoch 4: loss did not improve from 0.55412
370/400 [==========================>...] - ETA: 34s - loss: 0.8070 - dice_coefficient: 0.5829
Epoch 4: loss did not improve from 0.55412
371/400 [==========================>...] - ETA: 33s - loss: 0.8073 - dice_coefficient: 0.5826
Epoch 4: loss did not improve from 0.55412
372/400 [==========================>...] - ETA: 32s - loss: 0.8071 - dice_coefficient: 0.5827
Epoch 4: loss did not improve from 0.55412
373/400 [==========================>...] - ETA: 31s - loss: 0.8062 - dice_coefficient: 0.5829
Epoch 4: loss did not improve from 0.55412
374/400 [===========================>..] - ETA: 30s - loss: 0.8058 - dice_coefficient: 0.5829
Epoch 4: loss did not improve from 0.55412
375/400 [===========================>..] - ETA: 28s - loss: 0.8048 - dice_coefficient: 0.5833
Epoch 4: loss did not improve from 0.55412
376/400 [===========================>..] - ETA: 27s - loss: 0.8062 - dice_coefficient: 0.5835
Epoch 4: loss did not improve from 0.55412
377/400 [===========================>..] - ETA: 26s - loss: 0.8059 - dice_coefficient: 0.5834
Epoch 4: loss did not improve from 0.55412
378/400 [===========================>..] - ETA: 25s - loss: 0.8049 - dice_coefficient: 0.5838
Epoch 4: loss did not improve from 0.55412
379/400 [===========================>..] - ETA: 24s - loss: 0.8047 - dice_coefficient: 0.5841
Epoch 4: loss did not improve from 0.55412
380/400 [===========================>..] - ETA: 23s - loss: 0.8041 - dice_coefficient: 0.5842
Epoch 4: loss did not improve from 0.55412
381/400 [===========================>..] - ETA: 22s - loss: 0.8036 - dice_coefficient: 0.5844
Epoch 4: loss did not improve from 0.55412
382/400 [===========================>..] - ETA: 20s - loss: 0.8040 - dice_coefficient: 0.5841
Epoch 4: loss did not improve from 0.55412
383/400 [===========================>..] - ETA: 19s - loss: 0.8031 - dice_coefficient: 0.5845
Epoch 4: loss did not improve from 0.55412
384/400 [===========================>..] - ETA: 18s - loss: 0.8021 - dice_coefficient: 0.5850
Epoch 4: loss did not improve from 0.55412
385/400 [===========================>..] - ETA: 17s - loss: 0.8020 - dice_coefficient: 0.5852
Epoch 4: loss did not improve from 0.55412
386/400 [===========================>..] - ETA: 16s - loss: 0.8014 - dice_coefficient: 0.5857
Epoch 4: loss did not improve from 0.55412
387/400 [============================>.] - ETA: 15s - loss: 0.8004 - dice_coefficient: 0.5861
Epoch 4: loss did not improve from 0.55412
388/400 [============================>.] - ETA: 13s - loss: 0.8013 - dice_coefficient: 0.5855
Epoch 4: loss did not improve from 0.55412
389/400 [============================>.] - ETA: 12s - loss: 0.8000 - dice_coefficient: 0.5861
Epoch 4: loss did not improve from 0.55412
390/400 [============================>.] - ETA: 11s - loss: 0.7991 - dice_coefficient: 0.5865
Epoch 4: loss did not improve from 0.55412
391/400 [============================>.] - ETA: 10s - loss: 0.7997 - dice_coefficient: 0.5860
Epoch 4: loss did not improve from 0.55412
392/400 [============================>.] - ETA: 9s - loss: 0.7990 - dice_coefficient: 0.5862 
Epoch 4: loss did not improve from 0.55412
393/400 [============================>.] - ETA: 8s - loss: 0.7983 - dice_coefficient: 0.5864
Epoch 4: loss did not improve from 0.55412
394/400 [============================>.] - ETA: 6s - loss: 0.7975 - dice_coefficient: 0.5868
Epoch 4: loss did not improve from 0.55412
395/400 [============================>.] - ETA: 5s - loss: 0.7975 - dice_coefficient: 0.5866
Epoch 4: loss did not improve from 0.55412
396/400 [============================>.] - ETA: 4s - loss: 0.7968 - dice_coefficient: 0.5869
Epoch 4: loss did not improve from 0.55412
397/400 [============================>.] - ETA: 3s - loss: 0.7969 - dice_coefficient: 0.5867
Epoch 4: loss did not improve from 0.55412
398/400 [============================>.] - ETA: 2s - loss: 0.7971 - dice_coefficient: 0.5870
Epoch 4: loss did not improve from 0.55412
399/400 [============================>.] - ETA: 1s - loss: 0.7964 - dice_coefficient: 0.5873
Epoch 4: loss did not improve from 0.55412
400/400 [==============================] - 468s 1s/step - loss: 0.7954 - dice_coefficient: 0.5877 - val_loss: 1.0532 - val_dice_coefficient: 0.4742 - lr: 1.0000e-04
Epoch 5/10

Epoch 5: loss improved from 0.55412 to 0.33900, saving model to model_0.34.h5
  1/400 [..............................] - ETA: 8:42 - loss: 0.3390 - dice_coefficient: 0.7776
Epoch 5: loss did not improve from 0.33900
  2/400 [..............................] - ETA: 6:41 - loss: 0.4703 - dice_coefficient: 0.6943
Epoch 5: loss did not improve from 0.33900
  3/400 [..............................] - ETA: 6:25 - loss: 0.5656 - dice_coefficient: 0.6361
Epoch 5: loss did not improve from 0.33900
  4/400 [..............................] - ETA: 6:19 - loss: 0.6310 - dice_coefficient: 0.6070
Epoch 5: loss did not improve from 0.33900
  5/400 [..............................] - ETA: 6:16 - loss: 0.7115 - dice_coefficient: 0.5636
Epoch 5: loss did not improve from 0.33900
  6/400 [..............................] - ETA: 6:11 - loss: 0.6688 - dice_coefficient: 0.5971
Epoch 5: loss did not improve from 0.33900
  7/400 [..............................] - ETA: 6:09 - loss: 0.6979 - dice_coefficient: 0.5813
Epoch 5: loss did not improve from 0.33900
  8/400 [..............................] - ETA: 6:09 - loss: 0.6654 - dice_coefficient: 0.6004
Epoch 5: loss did not improve from 0.33900
  9/400 [..............................] - ETA: 6:31 - loss: 0.6541 - dice_coefficient: 0.6052
Epoch 5: loss did not improve from 0.33900
 10/400 [..............................] - ETA: 7:03 - loss: 0.6576 - dice_coefficient: 0.6201
Epoch 5: loss did not improve from 0.33900
 11/400 [..............................] - ETA: 7:20 - loss: 0.6610 - dice_coefficient: 0.6145
Epoch 5: loss did not improve from 0.33900
 12/400 [..............................] - ETA: 7:14 - loss: 0.6769 - dice_coefficient: 0.6029
Epoch 5: loss did not improve from 0.33900
 13/400 [..............................] - ETA: 7:05 - loss: 0.7412 - dice_coefficient: 0.5764
Epoch 5: loss did not improve from 0.33900
 14/400 [>.............................] - ETA: 7:02 - loss: 0.7513 - dice_coefficient: 0.5682
Epoch 5: loss did not improve from 0.33900
 15/400 [>.............................] - ETA: 6:58 - loss: 0.7387 - dice_coefficient: 0.5737
Epoch 5: loss did not improve from 0.33900
 16/400 [>.............................] - ETA: 6:55 - loss: 0.7555 - dice_coefficient: 0.5633
Epoch 5: loss did not improve from 0.33900
 17/400 [>.............................] - ETA: 6:53 - loss: 0.7345 - dice_coefficient: 0.5736
Epoch 5: loss did not improve from 0.33900
 18/400 [>.............................] - ETA: 6:52 - loss: 0.7591 - dice_coefficient: 0.5608
Epoch 5: loss did not improve from 0.33900
 19/400 [>.............................] - ETA: 6:50 - loss: 0.7360 - dice_coefficient: 0.5738
Epoch 5: loss did not improve from 0.33900
 20/400 [>.............................] - ETA: 6:48 - loss: 0.7130 - dice_coefficient: 0.5862
Epoch 5: loss did not improve from 0.33900
 21/400 [>.............................] - ETA: 6:49 - loss: 0.6925 - dice_coefficient: 0.5976
Epoch 5: loss did not improve from 0.33900
 22/400 [>.............................] - ETA: 7:00 - loss: 0.6766 - dice_coefficient: 0.6054
Epoch 5: loss did not improve from 0.33900
 23/400 [>.............................] - ETA: 7:05 - loss: 0.6610 - dice_coefficient: 0.6134
Epoch 5: loss did not improve from 0.33900
 24/400 [>.............................] - ETA: 7:01 - loss: 0.6506 - dice_coefficient: 0.6182
Epoch 5: loss did not improve from 0.33900
 25/400 [>.............................] - ETA: 6:58 - loss: 0.6643 - dice_coefficient: 0.6095
Epoch 5: loss did not improve from 0.33900
 26/400 [>.............................] - ETA: 6:55 - loss: 0.7043 - dice_coefficient: 0.5939
Epoch 5: loss did not improve from 0.33900
 27/400 [=>............................] - ETA: 6:52 - loss: 0.6899 - dice_coefficient: 0.6016
Epoch 5: loss did not improve from 0.33900
 28/400 [=>............................] - ETA: 6:49 - loss: 0.6816 - dice_coefficient: 0.6050
Epoch 5: loss did not improve from 0.33900
 29/400 [=>............................] - ETA: 6:46 - loss: 0.6709 - dice_coefficient: 0.6102
Epoch 5: loss did not improve from 0.33900
 30/400 [=>............................] - ETA: 6:44 - loss: 0.6600 - dice_coefficient: 0.6154
Epoch 5: loss did not improve from 0.33900
 31/400 [=>............................] - ETA: 6:41 - loss: 0.6653 - dice_coefficient: 0.6109
Epoch 5: loss did not improve from 0.33900
 32/400 [=>............................] - ETA: 6:39 - loss: 0.6571 - dice_coefficient: 0.6152
Epoch 5: loss did not improve from 0.33900
 33/400 [=>............................] - ETA: 6:38 - loss: 0.6558 - dice_coefficient: 0.6143
Epoch 5: loss did not improve from 0.33900
 34/400 [=>............................] - ETA: 6:44 - loss: 0.6537 - dice_coefficient: 0.6142
Epoch 5: loss did not improve from 0.33900
 35/400 [=>............................] - ETA: 6:50 - loss: 0.6563 - dice_coefficient: 0.6171
Epoch 5: loss did not improve from 0.33900
 36/400 [=>............................] - ETA: 6:47 - loss: 0.6656 - dice_coefficient: 0.6114
Epoch 5: loss did not improve from 0.33900
 37/400 [=>............................] - ETA: 6:44 - loss: 0.6606 - dice_coefficient: 0.6165
Epoch 5: loss did not improve from 0.33900
 38/400 [=>............................] - ETA: 6:42 - loss: 0.6539 - dice_coefficient: 0.6207
Epoch 5: loss did not improve from 0.33900
 39/400 [=>............................] - ETA: 6:40 - loss: 0.6537 - dice_coefficient: 0.6205
Epoch 5: loss did not improve from 0.33900
 40/400 [==>...........................] - ETA: 6:38 - loss: 0.6518 - dice_coefficient: 0.6212
Epoch 5: loss did not improve from 0.33900
 41/400 [==>...........................] - ETA: 6:36 - loss: 0.6606 - dice_coefficient: 0.6164
Epoch 5: loss did not improve from 0.33900
 42/400 [==>...........................] - ETA: 6:35 - loss: 0.6558 - dice_coefficient: 0.6183
Epoch 5: loss did not improve from 0.33900
 43/400 [==>...........................] - ETA: 6:33 - loss: 0.6703 - dice_coefficient: 0.6118
Epoch 5: loss did not improve from 0.33900
 44/400 [==>...........................] - ETA: 6:31 - loss: 0.6603 - dice_coefficient: 0.6176
Epoch 5: loss did not improve from 0.33900
 45/400 [==>...........................] - ETA: 6:29 - loss: 0.6664 - dice_coefficient: 0.6142
Epoch 5: loss did not improve from 0.33900
 46/400 [==>...........................] - ETA: 6:33 - loss: 0.6685 - dice_coefficient: 0.6121
Epoch 5: loss did not improve from 0.33900
 47/400 [==>...........................] - ETA: 6:37 - loss: 0.6767 - dice_coefficient: 0.6073
Epoch 5: loss did not improve from 0.33900
 48/400 [==>...........................] - ETA: 6:34 - loss: 0.6720 - dice_coefficient: 0.6089
Epoch 5: loss did not improve from 0.33900
 49/400 [==>...........................] - ETA: 6:32 - loss: 0.6690 - dice_coefficient: 0.6094
Epoch 5: loss did not improve from 0.33900
 50/400 [==>...........................] - ETA: 6:30 - loss: 0.6652 - dice_coefficient: 0.6125
Epoch 5: loss did not improve from 0.33900
 51/400 [==>...........................] - ETA: 6:28 - loss: 0.6584 - dice_coefficient: 0.6159
Epoch 5: loss did not improve from 0.33900
 52/400 [==>...........................] - ETA: 6:27 - loss: 0.6608 - dice_coefficient: 0.6136
Epoch 5: loss did not improve from 0.33900
 53/400 [==>...........................] - ETA: 6:25 - loss: 0.6566 - dice_coefficient: 0.6153
Epoch 5: loss did not improve from 0.33900
 54/400 [===>..........................] - ETA: 6:23 - loss: 0.6586 - dice_coefficient: 0.6135
Epoch 5: loss did not improve from 0.33900
 55/400 [===>..........................] - ETA: 6:22 - loss: 0.6550 - dice_coefficient: 0.6149
Epoch 5: loss did not improve from 0.33900
 56/400 [===>..........................] - ETA: 6:20 - loss: 0.6513 - dice_coefficient: 0.6174
Epoch 5: loss did not improve from 0.33900
 57/400 [===>..........................] - ETA: 6:21 - loss: 0.6598 - dice_coefficient: 0.6128
Epoch 5: loss did not improve from 0.33900
 58/400 [===>..........................] - ETA: 6:28 - loss: 0.6574 - dice_coefficient: 0.6133
Epoch 5: loss did not improve from 0.33900
 59/400 [===>..........................] - ETA: 6:29 - loss: 0.6539 - dice_coefficient: 0.6151
Epoch 5: loss did not improve from 0.33900
 60/400 [===>..........................] - ETA: 6:26 - loss: 0.6500 - dice_coefficient: 0.6168
Epoch 5: loss did not improve from 0.33900
 61/400 [===>..........................] - ETA: 6:24 - loss: 0.6464 - dice_coefficient: 0.6200
Epoch 5: loss did not improve from 0.33900
 62/400 [===>..........................] - ETA: 6:22 - loss: 0.6416 - dice_coefficient: 0.6225
Epoch 5: loss did not improve from 0.33900
 63/400 [===>..........................] - ETA: 6:20 - loss: 0.6366 - dice_coefficient: 0.6254
Epoch 5: loss did not improve from 0.33900
 64/400 [===>..........................] - ETA: 6:18 - loss: 0.6326 - dice_coefficient: 0.6276
Epoch 5: loss did not improve from 0.33900
 65/400 [===>..........................] - ETA: 6:17 - loss: 0.6279 - dice_coefficient: 0.6305
Epoch 5: loss did not improve from 0.33900
 66/400 [===>..........................] - ETA: 6:15 - loss: 0.6346 - dice_coefficient: 0.6270
Epoch 5: loss did not improve from 0.33900
 67/400 [====>.........................] - ETA: 6:13 - loss: 0.6343 - dice_coefficient: 0.6265
Epoch 5: loss did not improve from 0.33900
 68/400 [====>.........................] - ETA: 6:12 - loss: 0.6304 - dice_coefficient: 0.6289
Epoch 5: loss did not improve from 0.33900
 69/400 [====>.........................] - ETA: 6:11 - loss: 0.6296 - dice_coefficient: 0.6285
Epoch 5: loss did not improve from 0.33900
 70/400 [====>.........................] - ETA: 6:12 - loss: 0.6259 - dice_coefficient: 0.6302
Epoch 5: loss did not improve from 0.33900
 71/400 [====>.........................] - ETA: 6:13 - loss: 0.6225 - dice_coefficient: 0.6326
Epoch 5: loss did not improve from 0.33900
 72/400 [====>.........................] - ETA: 6:12 - loss: 0.6279 - dice_coefficient: 0.6296
Epoch 5: loss did not improve from 0.33900
 73/400 [====>.........................] - ETA: 6:10 - loss: 0.6245 - dice_coefficient: 0.6316
Epoch 5: loss did not improve from 0.33900
 74/400 [====>.........................] - ETA: 6:08 - loss: 0.6198 - dice_coefficient: 0.6346
Epoch 5: loss did not improve from 0.33900
 75/400 [====>.........................] - ETA: 6:06 - loss: 0.6192 - dice_coefficient: 0.6347
Epoch 5: loss did not improve from 0.33900
 76/400 [====>.........................] - ETA: 6:04 - loss: 0.6236 - dice_coefficient: 0.6347
Epoch 5: loss did not improve from 0.33900
 77/400 [====>.........................] - ETA: 6:02 - loss: 0.6208 - dice_coefficient: 0.6362
Epoch 5: loss did not improve from 0.33900
 78/400 [====>.........................] - ETA: 6:00 - loss: 0.6179 - dice_coefficient: 0.6375
Epoch 5: loss did not improve from 0.33900
 79/400 [====>.........................] - ETA: 5:58 - loss: 0.6156 - dice_coefficient: 0.6384
Epoch 5: loss did not improve from 0.33900
 80/400 [=====>........................] - ETA: 5:56 - loss: 0.6224 - dice_coefficient: 0.6350
Epoch 5: loss did not improve from 0.33900
 81/400 [=====>........................] - ETA: 5:55 - loss: 0.6306 - dice_coefficient: 0.6311
Epoch 5: loss did not improve from 0.33900
 82/400 [=====>........................] - ETA: 5:55 - loss: 0.6278 - dice_coefficient: 0.6334
Epoch 5: loss did not improve from 0.33900
 83/400 [=====>........................] - ETA: 5:56 - loss: 0.6235 - dice_coefficient: 0.6359
Epoch 5: loss did not improve from 0.33900
 84/400 [=====>........................] - ETA: 5:56 - loss: 0.6236 - dice_coefficient: 0.6353
Epoch 5: loss did not improve from 0.33900
 85/400 [=====>........................] - ETA: 5:54 - loss: 0.6192 - dice_coefficient: 0.6379
Epoch 5: loss did not improve from 0.33900
 86/400 [=====>........................] - ETA: 5:53 - loss: 0.6153 - dice_coefficient: 0.6402
Epoch 5: loss did not improve from 0.33900
 87/400 [=====>........................] - ETA: 5:51 - loss: 0.6134 - dice_coefficient: 0.6409
Epoch 5: loss did not improve from 0.33900
 88/400 [=====>........................] - ETA: 5:49 - loss: 0.6126 - dice_coefficient: 0.6409
Epoch 5: loss did not improve from 0.33900
 89/400 [=====>........................] - ETA: 5:48 - loss: 0.6094 - dice_coefficient: 0.6430
Epoch 5: loss did not improve from 0.33900
 90/400 [=====>........................] - ETA: 5:46 - loss: 0.6131 - dice_coefficient: 0.6406
Epoch 5: loss did not improve from 0.33900
 91/400 [=====>........................] - ETA: 5:45 - loss: 0.6218 - dice_coefficient: 0.6366
Epoch 5: loss did not improve from 0.33900
 92/400 [=====>........................] - ETA: 5:43 - loss: 0.6187 - dice_coefficient: 0.6380
Epoch 5: loss did not improve from 0.33900
 93/400 [=====>........................] - ETA: 5:41 - loss: 0.6159 - dice_coefficient: 0.6393
Epoch 5: loss did not improve from 0.33900
 94/400 [======>.......................] - ETA: 5:39 - loss: 0.6122 - dice_coefficient: 0.6415
Epoch 5: loss did not improve from 0.33900
 95/400 [======>.......................] - ETA: 5:41 - loss: 0.6095 - dice_coefficient: 0.6427
Epoch 5: loss did not improve from 0.33900
 96/400 [======>.......................] - ETA: 5:43 - loss: 0.6101 - dice_coefficient: 0.6420
Epoch 5: loss did not improve from 0.33900
 97/400 [======>.......................] - ETA: 5:41 - loss: 0.6100 - dice_coefficient: 0.6421
Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
262/400 [==================>...........] - ETA: 2:37 - loss: 0.6097 - dice_coefficient: 0.6480
Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
265/400 [==================>...........] - ETA: 2:34 - loss: 0.6079 - dice_coefficient: 0.6486
Epoch 5: loss did not improve from 0.33900
266/400 [==================>...........] - ETA: 2:33 - loss: 0.6074 - dice_coefficient: 0.6489
Epoch 5: loss did not improve from 0.33900
267/400 [===================>..........] - ETA: 2:32 - loss: 0.6061 - dice_coefficient: 0.6495
Epoch 5: loss did not improve from 0.33900
268/400 [===================>..........] - ETA: 2:30 - loss: 0.6055 - dice_coefficient: 0.6496
Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
270/400 [===================>..........] - ETA: 2:28 - loss: 0.6035 - dice_coefficient: 0.6506
Epoch 5: loss did not improve from 0.33900
271/400 [===================>..........] - ETA: 2:27 - loss: 0.6029 - dice_coefficient: 0.6508
Epoch 5: loss did not improve from 0.33900
272/400 [===================>..........] - ETA: 2:26 - loss: 0.6028 - dice_coefficient: 0.6506
Epoch 5: loss did not improve from 0.33900
273/400 [===================>..........] - ETA: 2:24 - loss: 0.6019 - dice_coefficient: 0.6510
Epoch 5: loss did not improve from 0.33900
274/400 [===================>..........] - ETA: 2:24 - loss: 0.6011 - dice_coefficient: 0.6514
Epoch 5: loss did not improve from 0.33900
275/400 [===================>..........] - ETA: 2:23 - loss: 0.6023 - dice_coefficient: 0.6506
Epoch 5: loss did not improve from 0.33900
276/400 [===================>..........] - ETA: 2:21 - loss: 0.6014 - dice_coefficient: 0.6509
Epoch 5: loss did not improve from 0.33900
277/400 [===================>..........] - ETA: 2:20 - loss: 0.6006 - dice_coefficient: 0.6513
Epoch 5: loss did not improve from 0.33900
278/400 [===================>..........] - ETA: 2:19 - loss: 0.6000 - dice_coefficient: 0.6514
Epoch 5: loss did not improve from 0.33900
279/400 [===================>..........] - ETA: 2:18 - loss: 0.5989 - dice_coefficient: 0.6520
Epoch 5: loss did not improve from 0.33900
280/400 [====================>.........] - ETA: 2:17 - loss: 0.6006 - dice_coefficient: 0.6510
Epoch 5: loss did not improve from 0.33900
281/400 [====================>.........] - ETA: 2:15 - loss: 0.5998 - dice_coefficient: 0.6513
Epoch 5: loss did not improve from 0.33900
282/400 [====================>.........] - ETA: 2:14 - loss: 0.6004 - dice_coefficient: 0.6509
Epoch 5: loss did not improve from 0.33900
283/400 [====================>.........] - ETA: 2:13 - loss: 0.6014 - dice_coefficient: 0.6511
Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
291/400 [====================>.........] - ETA: 2:04 - loss: 0.6074 - dice_coefficient: 0.6499
Epoch 5: loss did not improve from 0.33900
292/400 [====================>.........] - ETA: 2:03 - loss: 0.6069 - dice_coefficient: 0.6500
Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
294/400 [=====================>........] - ETA: 2:01 - loss: 0.6053 - dice_coefficient: 0.6506
Epoch 5: loss did not improve from 0.33900
295/400 [=====================>........] - ETA: 1:59 - loss: 0.6055 - dice_coefficient: 0.6503
Epoch 5: loss did not improve from 0.33900
296/400 [=====================>........] - ETA: 1:58 - loss: 0.6045 - dice_coefficient: 0.6508
Epoch 5: loss did not improve from 0.33900
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Epoch 5: loss did not improve from 0.33900
298/400 [=====================>........] - ETA: 1:56 - loss: 0.6048 - dice_coefficient: 0.6506
Epoch 5: loss did not improve from 0.33900
299/400 [=====================>........] - ETA: 1:55 - loss: 0.6041 - dice_coefficient: 0.6508
Epoch 5: loss did not improve from 0.33900
300/400 [=====================>........] - ETA: 1:54 - loss: 0.6043 - dice_coefficient: 0.6505
Epoch 5: loss did not improve from 0.33900
301/400 [=====================>........] - ETA: 1:53 - loss: 0.6034 - dice_coefficient: 0.6511
Epoch 5: loss did not improve from 0.33900
302/400 [=====================>........] - ETA: 1:52 - loss: 0.6024 - dice_coefficient: 0.6517
Epoch 5: loss did not improve from 0.33900
303/400 [=====================>........] - ETA: 1:50 - loss: 0.6019 - dice_coefficient: 0.6519
Epoch 5: loss did not improve from 0.33900
304/400 [=====================>........] - ETA: 1:49 - loss: 0.6054 - dice_coefficient: 0.6505
Epoch 5: loss did not improve from 0.33900
305/400 [=====================>........] - ETA: 1:48 - loss: 0.6050 - dice_coefficient: 0.6505
Epoch 5: loss did not improve from 0.33900
306/400 [=====================>........] - ETA: 1:47 - loss: 0.6059 - dice_coefficient: 0.6499
Epoch 5: loss did not improve from 0.33900
307/400 [======================>.......] - ETA: 1:46 - loss: 0.6047 - dice_coefficient: 0.6506
Epoch 5: loss did not improve from 0.33900
308/400 [======================>.......] - ETA: 1:45 - loss: 0.6036 - dice_coefficient: 0.6513
Epoch 5: loss did not improve from 0.33900
309/400 [======================>.......] - ETA: 1:43 - loss: 0.6034 - dice_coefficient: 0.6512
Epoch 5: loss did not improve from 0.33900
310/400 [======================>.......] - ETA: 1:42 - loss: 0.6025 - dice_coefficient: 0.6518
Epoch 5: loss did not improve from 0.33900
311/400 [======================>.......] - ETA: 1:41 - loss: 0.6033 - dice_coefficient: 0.6512
Epoch 5: loss did not improve from 0.33900
312/400 [======================>.......] - ETA: 1:40 - loss: 0.6022 - dice_coefficient: 0.6518
Epoch 5: loss did not improve from 0.33900
313/400 [======================>.......] - ETA: 1:39 - loss: 0.6024 - dice_coefficient: 0.6523
Epoch 5: loss did not improve from 0.33900
314/400 [======================>.......] - ETA: 1:38 - loss: 0.6020 - dice_coefficient: 0.6524
Epoch 5: loss did not improve from 0.33900
315/400 [======================>.......] - ETA: 1:37 - loss: 0.6013 - dice_coefficient: 0.6529
Epoch 5: loss did not improve from 0.33900
316/400 [======================>.......] - ETA: 1:36 - loss: 0.6005 - dice_coefficient: 0.6533
Epoch 5: loss did not improve from 0.33900
317/400 [======================>.......] - ETA: 1:34 - loss: 0.6001 - dice_coefficient: 0.6537
Epoch 5: loss did not improve from 0.33900
318/400 [======================>.......] - ETA: 1:33 - loss: 0.5994 - dice_coefficient: 0.6541
Epoch 5: loss did not improve from 0.33900
319/400 [======================>.......] - ETA: 1:32 - loss: 0.5990 - dice_coefficient: 0.6541
Epoch 5: loss did not improve from 0.33900
320/400 [=======================>......] - ETA: 1:31 - loss: 0.5989 - dice_coefficient: 0.6539
Epoch 5: loss did not improve from 0.33900
321/400 [=======================>......] - ETA: 1:30 - loss: 0.6007 - dice_coefficient: 0.6530
Epoch 5: loss did not improve from 0.33900
322/400 [=======================>......] - ETA: 1:29 - loss: 0.6000 - dice_coefficient: 0.6534
Epoch 5: loss did not improve from 0.33900
323/400 [=======================>......] - ETA: 1:28 - loss: 0.5991 - dice_coefficient: 0.6540
Epoch 5: loss did not improve from 0.33900
324/400 [=======================>......] - ETA: 1:26 - loss: 0.5980 - dice_coefficient: 0.6546
Epoch 5: loss did not improve from 0.33900
325/400 [=======================>......] - ETA: 1:25 - loss: 0.5990 - dice_coefficient: 0.6539
Epoch 5: loss did not improve from 0.33900
326/400 [=======================>......] - ETA: 1:24 - loss: 0.5979 - dice_coefficient: 0.6545
Epoch 5: loss did not improve from 0.33900
327/400 [=======================>......] - ETA: 1:23 - loss: 0.6022 - dice_coefficient: 0.6530
Epoch 5: loss did not improve from 0.33900
328/400 [=======================>......] - ETA: 1:22 - loss: 0.6056 - dice_coefficient: 0.6517
Epoch 5: loss did not improve from 0.33900
329/400 [=======================>......] - ETA: 1:21 - loss: 0.6058 - dice_coefficient: 0.6514
Epoch 5: loss did not improve from 0.33900
330/400 [=======================>......] - ETA: 1:19 - loss: 0.6052 - dice_coefficient: 0.6518
Epoch 5: loss did not improve from 0.33900
331/400 [=======================>......] - ETA: 1:18 - loss: 0.6051 - dice_coefficient: 0.6517
Epoch 5: loss did not improve from 0.33900
332/400 [=======================>......] - ETA: 1:17 - loss: 0.6041 - dice_coefficient: 0.6522
Epoch 5: loss did not improve from 0.33900
333/400 [=======================>......] - ETA: 1:16 - loss: 0.6031 - dice_coefficient: 0.6527
Epoch 5: loss did not improve from 0.33900
334/400 [========================>.....] - ETA: 1:15 - loss: 0.6035 - dice_coefficient: 0.6524
Epoch 5: loss did not improve from 0.33900
335/400 [========================>.....] - ETA: 1:14 - loss: 0.6027 - dice_coefficient: 0.6527
Epoch 5: loss did not improve from 0.33900
336/400 [========================>.....] - ETA: 1:13 - loss: 0.6026 - dice_coefficient: 0.6526
Epoch 5: loss did not improve from 0.33900
337/400 [========================>.....] - ETA: 1:12 - loss: 0.6018 - dice_coefficient: 0.6529
Epoch 5: loss did not improve from 0.33900
338/400 [========================>.....] - ETA: 1:10 - loss: 0.6030 - dice_coefficient: 0.6525
Epoch 5: loss did not improve from 0.33900
339/400 [========================>.....] - ETA: 1:09 - loss: 0.6027 - dice_coefficient: 0.6524
Epoch 5: loss did not improve from 0.33900
340/400 [========================>.....] - ETA: 1:08 - loss: 0.6053 - dice_coefficient: 0.6512
Epoch 5: loss did not improve from 0.33900
341/400 [========================>.....] - ETA: 1:07 - loss: 0.6065 - dice_coefficient: 0.6505
Epoch 5: loss did not improve from 0.33900
342/400 [========================>.....] - ETA: 1:06 - loss: 0.6067 - dice_coefficient: 0.6502
Epoch 5: loss did not improve from 0.33900
343/400 [========================>.....] - ETA: 1:05 - loss: 0.6055 - dice_coefficient: 0.6509
Epoch 5: loss did not improve from 0.33900
344/400 [========================>.....] - ETA: 1:03 - loss: 0.6053 - dice_coefficient: 0.6508
Epoch 5: loss did not improve from 0.33900
345/400 [========================>.....] - ETA: 1:02 - loss: 0.6042 - dice_coefficient: 0.6515
Epoch 5: loss did not improve from 0.33900
346/400 [========================>.....] - ETA: 1:01 - loss: 0.6045 - dice_coefficient: 0.6511
Epoch 5: loss did not improve from 0.33900
347/400 [=========================>....] - ETA: 1:00 - loss: 0.6047 - dice_coefficient: 0.6508
Epoch 5: loss did not improve from 0.33900
348/400 [=========================>....] - ETA: 59s - loss: 0.6039 - dice_coefficient: 0.6514 
Epoch 5: loss did not improve from 0.33900
349/400 [=========================>....] - ETA: 58s - loss: 0.6048 - dice_coefficient: 0.6507
Epoch 5: loss did not improve from 0.33900
350/400 [=========================>....] - ETA: 57s - loss: 0.6042 - dice_coefficient: 0.6510
Epoch 5: loss did not improve from 0.33900
351/400 [=========================>....] - ETA: 55s - loss: 0.6046 - dice_coefficient: 0.6507
Epoch 5: loss did not improve from 0.33900
352/400 [=========================>....] - ETA: 54s - loss: 0.6035 - dice_coefficient: 0.6513
Epoch 5: loss did not improve from 0.33900
353/400 [=========================>....] - ETA: 53s - loss: 0.6484 - dice_coefficient: 0.6494
Epoch 5: loss did not improve from 0.33900
354/400 [=========================>....] - ETA: 52s - loss: 0.6477 - dice_coefficient: 0.6498
Epoch 5: loss did not improve from 0.33900
355/400 [=========================>....] - ETA: 51s - loss: 0.6474 - dice_coefficient: 0.6497
Epoch 5: loss did not improve from 0.33900
356/400 [=========================>....] - ETA: 50s - loss: 0.6506 - dice_coefficient: 0.6484
Epoch 5: loss did not improve from 0.33900
357/400 [=========================>....] - ETA: 49s - loss: 0.6497 - dice_coefficient: 0.6488
Epoch 5: loss did not improve from 0.33900
358/400 [=========================>....] - ETA: 48s - loss: 0.6496 - dice_coefficient: 0.6487
Epoch 5: loss did not improve from 0.33900
359/400 [=========================>....] - ETA: 46s - loss: 0.6492 - dice_coefficient: 0.6487
Epoch 5: loss did not improve from 0.33900
360/400 [==========================>...] - ETA: 45s - loss: 0.6501 - dice_coefficient: 0.6480
Epoch 5: loss did not improve from 0.33900
361/400 [==========================>...] - ETA: 44s - loss: 0.6496 - dice_coefficient: 0.6482
Epoch 5: loss did not improve from 0.33900
362/400 [==========================>...] - ETA: 43s - loss: 0.6486 - dice_coefficient: 0.6486
Epoch 5: loss did not improve from 0.33900
363/400 [==========================>...] - ETA: 42s - loss: 0.6479 - dice_coefficient: 0.6490
Epoch 5: loss did not improve from 0.33900
364/400 [==========================>...] - ETA: 41s - loss: 0.6485 - dice_coefficient: 0.6485
Epoch 5: loss did not improve from 0.33900
365/400 [==========================>...] - ETA: 39s - loss: 0.6476 - dice_coefficient: 0.6490
Epoch 5: loss did not improve from 0.33900
366/400 [==========================>...] - ETA: 38s - loss: 0.6467 - dice_coefficient: 0.6494
Epoch 5: loss did not improve from 0.33900
367/400 [==========================>...] - ETA: 37s - loss: 0.6458 - dice_coefficient: 0.6499
Epoch 5: loss did not improve from 0.33900
368/400 [==========================>...] - ETA: 36s - loss: 0.6458 - dice_coefficient: 0.6497
Epoch 5: loss did not improve from 0.33900
369/400 [==========================>...] - ETA: 35s - loss: 0.6461 - dice_coefficient: 0.6494
Epoch 5: loss did not improve from 0.33900
370/400 [==========================>...] - ETA: 34s - loss: 0.6450 - dice_coefficient: 0.6500
Epoch 5: loss did not improve from 0.33900
371/400 [==========================>...] - ETA: 33s - loss: 0.6442 - dice_coefficient: 0.6504
Epoch 5: loss did not improve from 0.33900
372/400 [==========================>...] - ETA: 32s - loss: 0.6456 - dice_coefficient: 0.6497
Epoch 5: loss did not improve from 0.33900
373/400 [==========================>...] - ETA: 30s - loss: 0.6454 - dice_coefficient: 0.6496
Epoch 5: loss did not improve from 0.33900
374/400 [===========================>..] - ETA: 29s - loss: 0.6444 - dice_coefficient: 0.6501
Epoch 5: loss did not improve from 0.33900
375/400 [===========================>..] - ETA: 28s - loss: 0.6435 - dice_coefficient: 0.6505
Epoch 5: loss did not improve from 0.33900
376/400 [===========================>..] - ETA: 27s - loss: 0.6454 - dice_coefficient: 0.6495
Epoch 5: loss did not improve from 0.33900
377/400 [===========================>..] - ETA: 26s - loss: 0.6444 - dice_coefficient: 0.6499
Epoch 5: loss did not improve from 0.33900
378/400 [===========================>..] - ETA: 25s - loss: 0.6443 - dice_coefficient: 0.6498
Epoch 5: loss did not improve from 0.33900
379/400 [===========================>..] - ETA: 23s - loss: 0.6435 - dice_coefficient: 0.6501
Epoch 5: loss did not improve from 0.33900
380/400 [===========================>..] - ETA: 22s - loss: 0.6435 - dice_coefficient: 0.6500
Epoch 5: loss did not improve from 0.33900
381/400 [===========================>..] - ETA: 21s - loss: 0.6429 - dice_coefficient: 0.6501
Epoch 5: loss did not improve from 0.33900
382/400 [===========================>..] - ETA: 20s - loss: 0.6429 - dice_coefficient: 0.6499
Epoch 5: loss did not improve from 0.33900
383/400 [===========================>..] - ETA: 19s - loss: 0.6422 - dice_coefficient: 0.6503
Epoch 5: loss did not improve from 0.33900
384/400 [===========================>..] - ETA: 18s - loss: 0.6418 - dice_coefficient: 0.6504
Epoch 5: loss did not improve from 0.33900
385/400 [===========================>..] - ETA: 17s - loss: 0.6412 - dice_coefficient: 0.6506
Epoch 5: loss did not improve from 0.33900
386/400 [===========================>..] - ETA: 16s - loss: 0.6403 - dice_coefficient: 0.6510
Epoch 5: loss did not improve from 0.33900
387/400 [============================>.] - ETA: 14s - loss: 0.6398 - dice_coefficient: 0.6511
Epoch 5: loss did not improve from 0.33900
388/400 [============================>.] - ETA: 13s - loss: 0.6387 - dice_coefficient: 0.6516
Epoch 5: loss did not improve from 0.33900
389/400 [============================>.] - ETA: 12s - loss: 0.6377 - dice_coefficient: 0.6521
Epoch 5: loss did not improve from 0.33900
390/400 [============================>.] - ETA: 11s - loss: 0.6366 - dice_coefficient: 0.6526
Epoch 5: loss did not improve from 0.33900
391/400 [============================>.] - ETA: 10s - loss: 0.6359 - dice_coefficient: 0.6529
Epoch 5: loss did not improve from 0.33900
392/400 [============================>.] - ETA: 9s - loss: 0.6351 - dice_coefficient: 0.6533 
Epoch 5: loss did not improve from 0.33900
393/400 [============================>.] - ETA: 7s - loss: 0.6358 - dice_coefficient: 0.6527
Epoch 5: loss did not improve from 0.33900
394/400 [============================>.] - ETA: 6s - loss: 0.6363 - dice_coefficient: 0.6522
Epoch 5: loss did not improve from 0.33900
395/400 [============================>.] - ETA: 5s - loss: 0.6358 - dice_coefficient: 0.6525
Epoch 5: loss did not improve from 0.33900
396/400 [============================>.] - ETA: 4s - loss: 0.6359 - dice_coefficient: 0.6523
Epoch 5: loss did not improve from 0.33900
397/400 [============================>.] - ETA: 3s - loss: 0.6351 - dice_coefficient: 0.6527
Epoch 5: loss did not improve from 0.33900
398/400 [============================>.] - ETA: 2s - loss: 0.6368 - dice_coefficient: 0.6518
Epoch 5: loss did not improve from 0.33900
399/400 [============================>.] - ETA: 1s - loss: 0.6368 - dice_coefficient: 0.6517
Epoch 5: loss did not improve from 0.33900
400/400 [==============================] - 459s 1s/step - loss: 0.6358 - dice_coefficient: 0.6523 - val_loss: 1.1454 - val_dice_coefficient: 0.4757 - lr: 1.0000e-04
Epoch 6/10

Epoch 6: loss improved from 0.33900 to 0.24339, saving model to model_0.24.h5
  1/400 [..............................] - ETA: 9:06 - loss: 0.2434 - dice_coefficient: 0.8628
Epoch 6: loss did not improve from 0.24339
  2/400 [..............................] - ETA: 6:54 - loss: 0.3051 - dice_coefficient: 0.8148
Epoch 6: loss did not improve from 0.24339
  3/400 [..............................] - ETA: 9:02 - loss: 0.8101 - dice_coefficient: 0.6029
Epoch 6: loss did not improve from 0.24339
  4/400 [..............................] - ETA: 9:41 - loss: 0.7419 - dice_coefficient: 0.6076
Epoch 6: loss did not improve from 0.24339
  5/400 [..............................] - ETA: 9:07 - loss: 0.6561 - dice_coefficient: 0.6433
Epoch 6: loss did not improve from 0.24339
  6/400 [..............................] - ETA: 8:39 - loss: 0.7108 - dice_coefficient: 0.6026
Epoch 6: loss did not improve from 0.24339
  7/400 [..............................] - ETA: 8:25 - loss: 0.6905 - dice_coefficient: 0.6063
Epoch 6: loss did not improve from 0.24339
  8/400 [..............................] - ETA: 8:06 - loss: 0.6582 - dice_coefficient: 0.6237
Epoch 6: loss did not improve from 0.24339
  9/400 [..............................] - ETA: 7:56 - loss: 0.6095 - dice_coefficient: 0.6516
Epoch 6: loss did not improve from 0.24339
 10/400 [..............................] - ETA: 7:47 - loss: 0.6096 - dice_coefficient: 0.6449
Epoch 6: loss did not improve from 0.24339
 11/400 [..............................] - ETA: 7:38 - loss: 0.5874 - dice_coefficient: 0.6563
Epoch 6: loss did not improve from 0.24339
 12/400 [..............................] - ETA: 7:29 - loss: 0.6253 - dice_coefficient: 0.6337
Epoch 6: loss did not improve from 0.24339
 13/400 [..............................] - ETA: 7:23 - loss: 0.6205 - dice_coefficient: 0.6338
Epoch 6: loss did not improve from 0.24339
 14/400 [>.............................] - ETA: 7:19 - loss: 0.6027 - dice_coefficient: 0.6418
Epoch 6: loss did not improve from 0.24339
 15/400 [>.............................] - ETA: 7:35 - loss: 0.5770 - dice_coefficient: 0.6576
Epoch 6: loss did not improve from 0.24339
 16/400 [>.............................] - ETA: 7:46 - loss: 0.6379 - dice_coefficient: 0.6320
Epoch 6: loss did not improve from 0.24339
 17/400 [>.............................] - ETA: 7:38 - loss: 0.6146 - dice_coefficient: 0.6443
Epoch 6: loss did not improve from 0.24339
 18/400 [>.............................] - ETA: 7:33 - loss: 0.6083 - dice_coefficient: 0.6443
Epoch 6: loss did not improve from 0.24339
 19/400 [>.............................] - ETA: 7:28 - loss: 0.6209 - dice_coefficient: 0.6344
Epoch 6: loss did not improve from 0.24339
 20/400 [>.............................] - ETA: 7:22 - loss: 0.6047 - dice_coefficient: 0.6424
Epoch 6: loss did not improve from 0.24339
 21/400 [>.............................] - ETA: 7:17 - loss: 0.5940 - dice_coefficient: 0.6470
Epoch 6: loss did not improve from 0.24339
 22/400 [>.............................] - ETA: 7:14 - loss: 0.5842 - dice_coefficient: 0.6525
Epoch 6: loss did not improve from 0.24339
 23/400 [>.............................] - ETA: 7:09 - loss: 0.5682 - dice_coefficient: 0.6613
Epoch 6: loss did not improve from 0.24339
 24/400 [>.............................] - ETA: 7:06 - loss: 0.5567 - dice_coefficient: 0.6674
Epoch 6: loss did not improve from 0.24339
 25/400 [>.............................] - ETA: 7:02 - loss: 0.5465 - dice_coefficient: 0.6723
Epoch 6: loss did not improve from 0.24339
 26/400 [>.............................] - ETA: 7:01 - loss: 0.5449 - dice_coefficient: 0.6775
Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
357/400 [=========================>....] - ETA: 49s - loss: 0.5123 - dice_coefficient: 0.7106
Epoch 6: loss did not improve from 0.24339
358/400 [=========================>....] - ETA: 48s - loss: 0.5114 - dice_coefficient: 0.7111
Epoch 6: loss did not improve from 0.24339
359/400 [=========================>....] - ETA: 47s - loss: 0.5113 - dice_coefficient: 0.7110
Epoch 6: loss did not improve from 0.24339
360/400 [==========================>...] - ETA: 46s - loss: 0.5108 - dice_coefficient: 0.7112
Epoch 6: loss did not improve from 0.24339
361/400 [==========================>...] - ETA: 44s - loss: 0.5102 - dice_coefficient: 0.7115
Epoch 6: loss did not improve from 0.24339
362/400 [==========================>...] - ETA: 43s - loss: 0.5098 - dice_coefficient: 0.7118
Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
364/400 [==========================>...] - ETA: 41s - loss: 0.5119 - dice_coefficient: 0.7109
Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
366/400 [==========================>...] - ETA: 39s - loss: 0.5117 - dice_coefficient: 0.7107
Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
380/400 [===========================>..] - ETA: 23s - loss: 0.5152 - dice_coefficient: 0.7084
Epoch 6: loss did not improve from 0.24339
381/400 [===========================>..] - ETA: 21s - loss: 0.5146 - dice_coefficient: 0.7087
Epoch 6: loss did not improve from 0.24339
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Epoch 6: loss did not improve from 0.24339
383/400 [===========================>..] - ETA: 19s - loss: 0.5133 - dice_coefficient: 0.7093
Epoch 6: loss did not improve from 0.24339
384/400 [===========================>..] - ETA: 18s - loss: 0.5127 - dice_coefficient: 0.7097
Epoch 6: loss did not improve from 0.24339
385/400 [===========================>..] - ETA: 17s - loss: 0.5121 - dice_coefficient: 0.7099
Epoch 6: loss did not improve from 0.24339
386/400 [===========================>..] - ETA: 16s - loss: 0.5117 - dice_coefficient: 0.7101
Epoch 6: loss did not improve from 0.24339
387/400 [============================>.] - ETA: 14s - loss: 0.5111 - dice_coefficient: 0.7105
Epoch 6: loss did not improve from 0.24339
388/400 [============================>.] - ETA: 13s - loss: 0.5105 - dice_coefficient: 0.7106
Epoch 6: loss did not improve from 0.24339
389/400 [============================>.] - ETA: 12s - loss: 0.5104 - dice_coefficient: 0.7105
Epoch 6: loss did not improve from 0.24339
390/400 [============================>.] - ETA: 11s - loss: 0.5102 - dice_coefficient: 0.7105
Epoch 6: loss did not improve from 0.24339
391/400 [============================>.] - ETA: 10s - loss: 0.5096 - dice_coefficient: 0.7107
Epoch 6: loss did not improve from 0.24339
392/400 [============================>.] - ETA: 9s - loss: 0.5088 - dice_coefficient: 0.7112 
Epoch 6: loss did not improve from 0.24339
393/400 [============================>.] - ETA: 8s - loss: 0.5093 - dice_coefficient: 0.7107
Epoch 6: loss did not improve from 0.24339
394/400 [============================>.] - ETA: 6s - loss: 0.5090 - dice_coefficient: 0.7108
Epoch 6: loss did not improve from 0.24339
395/400 [============================>.] - ETA: 5s - loss: 0.5088 - dice_coefficient: 0.7108
Epoch 6: loss did not improve from 0.24339
396/400 [============================>.] - ETA: 4s - loss: 0.5085 - dice_coefficient: 0.7108
Epoch 6: loss did not improve from 0.24339
397/400 [============================>.] - ETA: 3s - loss: 0.5089 - dice_coefficient: 0.7104
Epoch 6: loss did not improve from 0.24339
398/400 [============================>.] - ETA: 2s - loss: 0.5082 - dice_coefficient: 0.7108
Epoch 6: loss did not improve from 0.24339
399/400 [============================>.] - ETA: 1s - loss: 0.5081 - dice_coefficient: 0.7111
Epoch 6: loss did not improve from 0.24339
400/400 [==============================] - 463s 1s/step - loss: 0.5097 - dice_coefficient: 0.7102 - val_loss: 1.0590 - val_dice_coefficient: 0.4762 - lr: 1.0000e-04
Epoch 7/10

Epoch 7: loss did not improve from 0.24339
  1/400 [..............................] - ETA: 6:29 - loss: 0.4021 - dice_coefficient: 0.7100
Epoch 7: loss did not improve from 0.24339
  2/400 [..............................] - ETA: 6:03 - loss: 0.3982 - dice_coefficient: 0.7389
Epoch 7: loss did not improve from 0.24339
  3/400 [..............................] - ETA: 6:04 - loss: 0.4002 - dice_coefficient: 0.7248
Epoch 7: loss did not improve from 0.24339
  4/400 [..............................] - ETA: 6:17 - loss: 0.3722 - dice_coefficient: 0.7498
Epoch 7: loss did not improve from 0.24339
  5/400 [..............................] - ETA: 6:26 - loss: 0.3499 - dice_coefficient: 0.7735
Epoch 7: loss did not improve from 0.24339
  6/400 [..............................] - ETA: 6:38 - loss: 0.3332 - dice_coefficient: 0.7912
Epoch 7: loss did not improve from 0.24339
  7/400 [..............................] - ETA: 7:30 - loss: 0.3363 - dice_coefficient: 0.7850
Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
  9/400 [..............................] - ETA: 7:35 - loss: 0.3550 - dice_coefficient: 0.7681
Epoch 7: loss did not improve from 0.24339
 10/400 [..............................] - ETA: 7:31 - loss: 0.3895 - dice_coefficient: 0.7433
Epoch 7: loss did not improve from 0.24339
 11/400 [..............................] - ETA: 7:31 - loss: 0.4182 - dice_coefficient: 0.7232
Epoch 7: loss did not improve from 0.24339
 12/400 [..............................] - ETA: 7:21 - loss: 0.4379 - dice_coefficient: 0.7085
Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
 16/400 [>.............................] - ETA: 6:58 - loss: 0.4078 - dice_coefficient: 0.7252
Epoch 7: loss did not improve from 0.24339
 17/400 [>.............................] - ETA: 6:53 - loss: 0.4311 - dice_coefficient: 0.7119
Epoch 7: loss did not improve from 0.24339
 18/400 [>.............................] - ETA: 6:49 - loss: 0.4170 - dice_coefficient: 0.7217
Epoch 7: loss did not improve from 0.24339
 19/400 [>.............................] - ETA: 6:59 - loss: 0.4041 - dice_coefficient: 0.7300
Epoch 7: loss did not improve from 0.24339
 20/400 [>.............................] - ETA: 7:10 - loss: 0.3995 - dice_coefficient: 0.7319
Epoch 7: loss did not improve from 0.24339
 21/400 [>.............................] - ETA: 7:07 - loss: 0.3993 - dice_coefficient: 0.7307
Epoch 7: loss did not improve from 0.24339
 22/400 [>.............................] - ETA: 7:02 - loss: 0.3951 - dice_coefficient: 0.7327
Epoch 7: loss did not improve from 0.24339
 23/400 [>.............................] - ETA: 7:00 - loss: 0.3892 - dice_coefficient: 0.7360
Epoch 7: loss did not improve from 0.24339
 24/400 [>.............................] - ETA: 6:59 - loss: 0.3872 - dice_coefficient: 0.7370
Epoch 7: loss did not improve from 0.24339
 25/400 [>.............................] - ETA: 6:55 - loss: 0.3963 - dice_coefficient: 0.7355
Epoch 7: loss did not improve from 0.24339
 26/400 [>.............................] - ETA: 6:52 - loss: 0.3971 - dice_coefficient: 0.7342
Epoch 7: loss did not improve from 0.24339
 27/400 [=>............................] - ETA: 6:48 - loss: 0.3967 - dice_coefficient: 0.7334
Epoch 7: loss did not improve from 0.24339
 28/400 [=>............................] - ETA: 6:45 - loss: 0.3945 - dice_coefficient: 0.7352
Epoch 7: loss did not improve from 0.24339
 29/400 [=>............................] - ETA: 6:41 - loss: 0.3920 - dice_coefficient: 0.7360
Epoch 7: loss did not improve from 0.24339
 30/400 [=>............................] - ETA: 6:38 - loss: 0.3932 - dice_coefficient: 0.7348
Epoch 7: loss did not improve from 0.24339
 31/400 [=>............................] - ETA: 6:41 - loss: 0.3901 - dice_coefficient: 0.7373
Epoch 7: loss did not improve from 0.24339
 32/400 [=>............................] - ETA: 6:49 - loss: 0.3882 - dice_coefficient: 0.7400
Epoch 7: loss did not improve from 0.24339
 33/400 [=>............................] - ETA: 6:52 - loss: 0.3805 - dice_coefficient: 0.7453
Epoch 7: loss did not improve from 0.24339
 34/400 [=>............................] - ETA: 6:49 - loss: 0.3772 - dice_coefficient: 0.7488
Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
 37/400 [=>............................] - ETA: 6:45 - loss: 0.3941 - dice_coefficient: 0.7405
Epoch 7: loss did not improve from 0.24339
 38/400 [=>............................] - ETA: 6:43 - loss: 0.4033 - dice_coefficient: 0.7341
Epoch 7: loss did not improve from 0.24339
 39/400 [=>............................] - ETA: 6:41 - loss: 0.3968 - dice_coefficient: 0.7383
Epoch 7: loss did not improve from 0.24339
 40/400 [==>...........................] - ETA: 6:40 - loss: 0.3955 - dice_coefficient: 0.7383
Epoch 7: loss did not improve from 0.24339
 41/400 [==>...........................] - ETA: 6:37 - loss: 0.3909 - dice_coefficient: 0.7414
Epoch 7: loss did not improve from 0.24339
 42/400 [==>...........................] - ETA: 6:34 - loss: 0.3871 - dice_coefficient: 0.7438
Epoch 7: loss did not improve from 0.24339
 43/400 [==>...........................] - ETA: 6:38 - loss: 0.3862 - dice_coefficient: 0.7439
Epoch 7: loss did not improve from 0.24339
 44/400 [==>...........................] - ETA: 6:43 - loss: 0.4054 - dice_coefficient: 0.7342
Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
 48/400 [==>...........................] - ETA: 6:37 - loss: 0.3985 - dice_coefficient: 0.7378
Epoch 7: loss did not improve from 0.24339
 49/400 [==>...........................] - ETA: 6:34 - loss: 0.3990 - dice_coefficient: 0.7367
Epoch 7: loss did not improve from 0.24339
 50/400 [==>...........................] - ETA: 6:32 - loss: 0.3941 - dice_coefficient: 0.7398
Epoch 7: loss did not improve from 0.24339
 51/400 [==>...........................] - ETA: 6:30 - loss: 0.4037 - dice_coefficient: 0.7337
Epoch 7: loss did not improve from 0.24339
 52/400 [==>...........................] - ETA: 6:29 - loss: 0.4085 - dice_coefficient: 0.7300
Epoch 7: loss did not improve from 0.24339
 53/400 [==>...........................] - ETA: 6:27 - loss: 0.4044 - dice_coefficient: 0.7330
Epoch 7: loss did not improve from 0.24339
 54/400 [===>..........................] - ETA: 6:25 - loss: 0.4010 - dice_coefficient: 0.7355
Epoch 7: loss did not improve from 0.24339
 55/400 [===>..........................] - ETA: 6:28 - loss: 0.4012 - dice_coefficient: 0.7348
Epoch 7: loss did not improve from 0.24339
 56/400 [===>..........................] - ETA: 6:31 - loss: 0.4003 - dice_coefficient: 0.7348
Epoch 7: loss did not improve from 0.24339
 57/400 [===>..........................] - ETA: 6:29 - loss: 0.3993 - dice_coefficient: 0.7351
Epoch 7: loss did not improve from 0.24339
 58/400 [===>..........................] - ETA: 6:27 - loss: 0.4130 - dice_coefficient: 0.7280
Epoch 7: loss did not improve from 0.24339
 59/400 [===>..........................] - ETA: 6:25 - loss: 0.4098 - dice_coefficient: 0.7306
Epoch 7: loss did not improve from 0.24339
 60/400 [===>..........................] - ETA: 6:23 - loss: 0.4101 - dice_coefficient: 0.7297
Epoch 7: loss did not improve from 0.24339
 61/400 [===>..........................] - ETA: 6:21 - loss: 0.4088 - dice_coefficient: 0.7303
Epoch 7: loss did not improve from 0.24339
 62/400 [===>..........................] - ETA: 6:19 - loss: 0.4111 - dice_coefficient: 0.7285
Epoch 7: loss did not improve from 0.24339
 63/400 [===>..........................] - ETA: 6:17 - loss: 0.4083 - dice_coefficient: 0.7302
Epoch 7: loss did not improve from 0.24339
 64/400 [===>..........................] - ETA: 6:15 - loss: 0.4068 - dice_coefficient: 0.7309
Epoch 7: loss did not improve from 0.24339
 65/400 [===>..........................] - ETA: 6:13 - loss: 0.4039 - dice_coefficient: 0.7330
Epoch 7: loss did not improve from 0.24339
 66/400 [===>..........................] - ETA: 6:12 - loss: 0.4040 - dice_coefficient: 0.7332
Epoch 7: loss did not improve from 0.24339
 67/400 [====>.........................] - ETA: 6:14 - loss: 0.4021 - dice_coefficient: 0.7346
Epoch 7: loss did not improve from 0.24339
 68/400 [====>.........................] - ETA: 6:15 - loss: 0.4040 - dice_coefficient: 0.7334
Epoch 7: loss did not improve from 0.24339
 69/400 [====>.........................] - ETA: 6:14 - loss: 0.4048 - dice_coefficient: 0.7330
Epoch 7: loss did not improve from 0.24339
 70/400 [====>.........................] - ETA: 6:13 - loss: 0.4021 - dice_coefficient: 0.7351
Epoch 7: loss did not improve from 0.24339
 71/400 [====>.........................] - ETA: 6:11 - loss: 0.4005 - dice_coefficient: 0.7360
Epoch 7: loss did not improve from 0.24339
 72/400 [====>.........................] - ETA: 6:10 - loss: 0.4013 - dice_coefficient: 0.7374
Epoch 7: loss did not improve from 0.24339
 73/400 [====>.........................] - ETA: 6:08 - loss: 0.3989 - dice_coefficient: 0.7392
Epoch 7: loss did not improve from 0.24339
 74/400 [====>.........................] - ETA: 6:07 - loss: 0.3965 - dice_coefficient: 0.7405
Epoch 7: loss did not improve from 0.24339
 75/400 [====>.........................] - ETA: 6:05 - loss: 0.3958 - dice_coefficient: 0.7406
Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
 77/400 [====>.........................] - ETA: 6:02 - loss: 0.3937 - dice_coefficient: 0.7415
Epoch 7: loss did not improve from 0.24339
 78/400 [====>.........................] - ETA: 6:01 - loss: 0.3917 - dice_coefficient: 0.7428
Epoch 7: loss did not improve from 0.24339
 79/400 [====>.........................] - ETA: 6:02 - loss: 0.3897 - dice_coefficient: 0.7440
Epoch 7: loss did not improve from 0.24339
 80/400 [=====>........................] - ETA: 6:04 - loss: 0.3913 - dice_coefficient: 0.7426
Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
 82/400 [=====>........................] - ETA: 6:00 - loss: 0.3962 - dice_coefficient: 0.7388
Epoch 7: loss did not improve from 0.24339
 83/400 [=====>........................] - ETA: 5:59 - loss: 0.3963 - dice_coefficient: 0.7387
Epoch 7: loss did not improve from 0.24339
 84/400 [=====>........................] - ETA: 5:57 - loss: 0.3999 - dice_coefficient: 0.7361
Epoch 7: loss did not improve from 0.24339
 85/400 [=====>........................] - ETA: 5:56 - loss: 0.3989 - dice_coefficient: 0.7366
Epoch 7: loss did not improve from 0.24339
 86/400 [=====>........................] - ETA: 5:55 - loss: 0.3999 - dice_coefficient: 0.7357
Epoch 7: loss did not improve from 0.24339
 87/400 [=====>........................] - ETA: 5:53 - loss: 0.3997 - dice_coefficient: 0.7355
Epoch 7: loss did not improve from 0.24339
 88/400 [=====>........................] - ETA: 5:51 - loss: 0.4074 - dice_coefficient: 0.7313
Epoch 7: loss did not improve from 0.24339
 89/400 [=====>........................] - ETA: 5:50 - loss: 0.4056 - dice_coefficient: 0.7326
Epoch 7: loss did not improve from 0.24339
 90/400 [=====>........................] - ETA: 5:49 - loss: 0.4111 - dice_coefficient: 0.7291
Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
 94/400 [======>.......................] - ETA: 5:47 - loss: 0.4120 - dice_coefficient: 0.7301
Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
 97/400 [======>.......................] - ETA: 5:42 - loss: 0.4116 - dice_coefficient: 0.7308
Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
104/400 [======>.......................] - ETA: 5:37 - loss: 0.4156 - dice_coefficient: 0.7286
Epoch 7: loss did not improve from 0.24339
105/400 [======>.......................] - ETA: 5:35 - loss: 0.4149 - dice_coefficient: 0.7292
Epoch 7: loss did not improve from 0.24339
106/400 [======>.......................] - ETA: 5:33 - loss: 0.4152 - dice_coefficient: 0.7286
Epoch 7: loss did not improve from 0.24339
107/400 [=======>......................] - ETA: 5:32 - loss: 0.4140 - dice_coefficient: 0.7296
Epoch 7: loss did not improve from 0.24339
108/400 [=======>......................] - ETA: 5:30 - loss: 0.4144 - dice_coefficient: 0.7306
Epoch 7: loss did not improve from 0.24339
109/400 [=======>......................] - ETA: 5:28 - loss: 0.4138 - dice_coefficient: 0.7309
Epoch 7: loss did not improve from 0.24339
110/400 [=======>......................] - ETA: 5:27 - loss: 0.4122 - dice_coefficient: 0.7322
Epoch 7: loss did not improve from 0.24339
111/400 [=======>......................] - ETA: 5:25 - loss: 0.4108 - dice_coefficient: 0.7332
Epoch 7: loss did not improve from 0.24339
112/400 [=======>......................] - ETA: 5:24 - loss: 0.4093 - dice_coefficient: 0.7342
Epoch 7: loss did not improve from 0.24339
113/400 [=======>......................] - ETA: 5:23 - loss: 0.4115 - dice_coefficient: 0.7325
Epoch 7: loss did not improve from 0.24339
114/400 [=======>......................] - ETA: 5:21 - loss: 0.4092 - dice_coefficient: 0.7341
Epoch 7: loss did not improve from 0.24339
115/400 [=======>......................] - ETA: 5:21 - loss: 0.4084 - dice_coefficient: 0.7344
Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
280/400 [====================>.........] - ETA: 2:16 - loss: 0.3916 - dice_coefficient: 0.7472
Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
295/400 [=====================>........] - ETA: 1:59 - loss: 0.3945 - dice_coefficient: 0.7484
Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
298/400 [=====================>........] - ETA: 1:55 - loss: 0.3945 - dice_coefficient: 0.7488
Epoch 7: loss did not improve from 0.24339
299/400 [=====================>........] - ETA: 1:54 - loss: 0.3943 - dice_coefficient: 0.7491
Epoch 7: loss did not improve from 0.24339
300/400 [=====================>........] - ETA: 1:53 - loss: 0.3939 - dice_coefficient: 0.7493
Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
302/400 [=====================>........] - ETA: 1:51 - loss: 0.3932 - dice_coefficient: 0.7496
Epoch 7: loss did not improve from 0.24339
303/400 [=====================>........] - ETA: 1:50 - loss: 0.3938 - dice_coefficient: 0.7491
Epoch 7: loss did not improve from 0.24339
304/400 [=====================>........] - ETA: 1:48 - loss: 0.3952 - dice_coefficient: 0.7482
Epoch 7: loss did not improve from 0.24339
305/400 [=====================>........] - ETA: 1:47 - loss: 0.3954 - dice_coefficient: 0.7479
Epoch 7: loss did not improve from 0.24339
306/400 [=====================>........] - ETA: 1:46 - loss: 0.3957 - dice_coefficient: 0.7475
Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
308/400 [======================>.......] - ETA: 1:44 - loss: 0.3966 - dice_coefficient: 0.7473
Epoch 7: loss did not improve from 0.24339
309/400 [======================>.......] - ETA: 1:43 - loss: 0.3962 - dice_coefficient: 0.7476
Epoch 7: loss did not improve from 0.24339
310/400 [======================>.......] - ETA: 1:42 - loss: 0.3955 - dice_coefficient: 0.7480
Epoch 7: loss did not improve from 0.24339
311/400 [======================>.......] - ETA: 1:41 - loss: 0.3952 - dice_coefficient: 0.7484
Epoch 7: loss did not improve from 0.24339
312/400 [======================>.......] - ETA: 1:39 - loss: 0.3947 - dice_coefficient: 0.7487
Epoch 7: loss did not improve from 0.24339
313/400 [======================>.......] - ETA: 1:38 - loss: 0.3950 - dice_coefficient: 0.7484
Epoch 7: loss did not improve from 0.24339
314/400 [======================>.......] - ETA: 1:37 - loss: 0.3942 - dice_coefficient: 0.7489
Epoch 7: loss did not improve from 0.24339
315/400 [======================>.......] - ETA: 1:36 - loss: 0.3935 - dice_coefficient: 0.7492
Epoch 7: loss did not improve from 0.24339
316/400 [======================>.......] - ETA: 1:35 - loss: 0.3929 - dice_coefficient: 0.7496
Epoch 7: loss did not improve from 0.24339
317/400 [======================>.......] - ETA: 1:34 - loss: 0.3932 - dice_coefficient: 0.7493
Epoch 7: loss did not improve from 0.24339
318/400 [======================>.......] - ETA: 1:32 - loss: 0.3925 - dice_coefficient: 0.7498
Epoch 7: loss did not improve from 0.24339
319/400 [======================>.......] - ETA: 1:31 - loss: 0.3921 - dice_coefficient: 0.7499
Epoch 7: loss did not improve from 0.24339
320/400 [=======================>......] - ETA: 1:30 - loss: 0.3916 - dice_coefficient: 0.7503
Epoch 7: loss did not improve from 0.24339
321/400 [=======================>......] - ETA: 1:29 - loss: 0.3915 - dice_coefficient: 0.7502
Epoch 7: loss did not improve from 0.24339
322/400 [=======================>......] - ETA: 1:28 - loss: 0.3920 - dice_coefficient: 0.7498
Epoch 7: loss did not improve from 0.24339
323/400 [=======================>......] - ETA: 1:27 - loss: 0.3920 - dice_coefficient: 0.7496
Epoch 7: loss did not improve from 0.24339
324/400 [=======================>......] - ETA: 1:26 - loss: 0.3913 - dice_coefficient: 0.7499
Epoch 7: loss did not improve from 0.24339
325/400 [=======================>......] - ETA: 1:25 - loss: 0.3910 - dice_coefficient: 0.7501
Epoch 7: loss did not improve from 0.24339
326/400 [=======================>......] - ETA: 1:23 - loss: 0.3906 - dice_coefficient: 0.7504
Epoch 7: loss did not improve from 0.24339
327/400 [=======================>......] - ETA: 1:22 - loss: 0.3901 - dice_coefficient: 0.7506
Epoch 7: loss did not improve from 0.24339
328/400 [=======================>......] - ETA: 1:21 - loss: 0.3893 - dice_coefficient: 0.7511
Epoch 7: loss did not improve from 0.24339
329/400 [=======================>......] - ETA: 1:20 - loss: 0.3894 - dice_coefficient: 0.7510
Epoch 7: loss did not improve from 0.24339
330/400 [=======================>......] - ETA: 1:19 - loss: 0.3890 - dice_coefficient: 0.7513
Epoch 7: loss did not improve from 0.24339
331/400 [=======================>......] - ETA: 1:18 - loss: 0.3890 - dice_coefficient: 0.7513
Epoch 7: loss did not improve from 0.24339
332/400 [=======================>......] - ETA: 1:17 - loss: 0.3884 - dice_coefficient: 0.7517
Epoch 7: loss did not improve from 0.24339
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Epoch 7: loss did not improve from 0.24339
334/400 [========================>.....] - ETA: 1:14 - loss: 0.3875 - dice_coefficient: 0.7522
Epoch 7: loss did not improve from 0.24339
335/400 [========================>.....] - ETA: 1:13 - loss: 0.3871 - dice_coefficient: 0.7525
Epoch 7: loss did not improve from 0.24339
336/400 [========================>.....] - ETA: 1:12 - loss: 0.3871 - dice_coefficient: 0.7524
Epoch 7: loss did not improve from 0.24339
337/400 [========================>.....] - ETA: 1:11 - loss: 0.3869 - dice_coefficient: 0.7528
Epoch 7: loss did not improve from 0.24339
338/400 [========================>.....] - ETA: 1:10 - loss: 0.3866 - dice_coefficient: 0.7530
Epoch 7: loss did not improve from 0.24339
339/400 [========================>.....] - ETA: 1:09 - loss: 0.3859 - dice_coefficient: 0.7534
Epoch 7: loss did not improve from 0.24339
340/400 [========================>.....] - ETA: 1:07 - loss: 0.3856 - dice_coefficient: 0.7537
Epoch 7: loss did not improve from 0.24339
341/400 [========================>.....] - ETA: 1:06 - loss: 0.3854 - dice_coefficient: 0.7538
Epoch 7: loss did not improve from 0.24339
342/400 [========================>.....] - ETA: 1:05 - loss: 0.3852 - dice_coefficient: 0.7539
Epoch 7: loss did not improve from 0.24339
343/400 [========================>.....] - ETA: 1:04 - loss: 0.3856 - dice_coefficient: 0.7535
Epoch 7: loss did not improve from 0.24339
344/400 [========================>.....] - ETA: 1:03 - loss: 0.3851 - dice_coefficient: 0.7538
Epoch 7: loss did not improve from 0.24339
345/400 [========================>.....] - ETA: 1:02 - loss: 0.4313 - dice_coefficient: 0.7516
Epoch 7: loss did not improve from 0.24339
346/400 [========================>.....] - ETA: 1:01 - loss: 0.4312 - dice_coefficient: 0.7515
Epoch 7: loss did not improve from 0.24339
347/400 [=========================>....] - ETA: 1:00 - loss: 0.4305 - dice_coefficient: 0.7519
Epoch 7: loss did not improve from 0.24339
348/400 [=========================>....] - ETA: 58s - loss: 0.4298 - dice_coefficient: 0.7522 
Epoch 7: loss did not improve from 0.24339
349/400 [=========================>....] - ETA: 57s - loss: 0.4294 - dice_coefficient: 0.7524
Epoch 7: loss did not improve from 0.24339
350/400 [=========================>....] - ETA: 56s - loss: 0.4288 - dice_coefficient: 0.7527
Epoch 7: loss did not improve from 0.24339
351/400 [=========================>....] - ETA: 55s - loss: 0.4283 - dice_coefficient: 0.7529
Epoch 7: loss did not improve from 0.24339
352/400 [=========================>....] - ETA: 54s - loss: 0.4286 - dice_coefficient: 0.7525
Epoch 7: loss did not improve from 0.24339
353/400 [=========================>....] - ETA: 53s - loss: 0.4278 - dice_coefficient: 0.7529
Epoch 7: loss did not improve from 0.24339
354/400 [=========================>....] - ETA: 52s - loss: 0.4286 - dice_coefficient: 0.7523
Epoch 7: loss did not improve from 0.24339
355/400 [=========================>....] - ETA: 50s - loss: 0.4288 - dice_coefficient: 0.7519
Epoch 7: loss did not improve from 0.24339
356/400 [=========================>....] - ETA: 49s - loss: 0.4281 - dice_coefficient: 0.7523
Epoch 7: loss did not improve from 0.24339
357/400 [=========================>....] - ETA: 48s - loss: 0.4306 - dice_coefficient: 0.7510
Epoch 7: loss did not improve from 0.24339
358/400 [=========================>....] - ETA: 47s - loss: 0.4300 - dice_coefficient: 0.7513
Epoch 7: loss did not improve from 0.24339
359/400 [=========================>....] - ETA: 46s - loss: 0.4291 - dice_coefficient: 0.7517
Epoch 7: loss did not improve from 0.24339
360/400 [==========================>...] - ETA: 45s - loss: 0.4287 - dice_coefficient: 0.7518
Epoch 7: loss did not improve from 0.24339
361/400 [==========================>...] - ETA: 44s - loss: 0.4310 - dice_coefficient: 0.7506
Epoch 7: loss did not improve from 0.24339
362/400 [==========================>...] - ETA: 43s - loss: 0.4303 - dice_coefficient: 0.7510
Epoch 7: loss did not improve from 0.24339
363/400 [==========================>...] - ETA: 41s - loss: 0.4296 - dice_coefficient: 0.7514
Epoch 7: loss did not improve from 0.24339
364/400 [==========================>...] - ETA: 40s - loss: 0.4290 - dice_coefficient: 0.7517
Epoch 7: loss did not improve from 0.24339
365/400 [==========================>...] - ETA: 39s - loss: 0.4285 - dice_coefficient: 0.7521
Epoch 7: loss did not improve from 0.24339
366/400 [==========================>...] - ETA: 38s - loss: 0.4279 - dice_coefficient: 0.7523
Epoch 7: loss did not improve from 0.24339
367/400 [==========================>...] - ETA: 37s - loss: 0.4277 - dice_coefficient: 0.7523
Epoch 7: loss did not improve from 0.24339
368/400 [==========================>...] - ETA: 36s - loss: 0.4274 - dice_coefficient: 0.7525
Epoch 7: loss did not improve from 0.24339
369/400 [==========================>...] - ETA: 35s - loss: 0.4270 - dice_coefficient: 0.7527
Epoch 7: loss did not improve from 0.24339
370/400 [==========================>...] - ETA: 34s - loss: 0.4280 - dice_coefficient: 0.7519
Epoch 7: loss did not improve from 0.24339
371/400 [==========================>...] - ETA: 32s - loss: 0.4274 - dice_coefficient: 0.7523
Epoch 7: loss did not improve from 0.24339
372/400 [==========================>...] - ETA: 31s - loss: 0.4271 - dice_coefficient: 0.7524
Epoch 7: loss did not improve from 0.24339
373/400 [==========================>...] - ETA: 30s - loss: 0.4265 - dice_coefficient: 0.7528
Epoch 7: loss did not improve from 0.24339
374/400 [===========================>..] - ETA: 29s - loss: 0.4264 - dice_coefficient: 0.7527
Epoch 7: loss did not improve from 0.24339
375/400 [===========================>..] - ETA: 28s - loss: 0.4263 - dice_coefficient: 0.7526
Epoch 7: loss did not improve from 0.24339
376/400 [===========================>..] - ETA: 27s - loss: 0.4257 - dice_coefficient: 0.7529
Epoch 7: loss did not improve from 0.24339
377/400 [===========================>..] - ETA: 26s - loss: 0.4251 - dice_coefficient: 0.7533
Epoch 7: loss did not improve from 0.24339
378/400 [===========================>..] - ETA: 24s - loss: 0.4256 - dice_coefficient: 0.7528
Epoch 7: loss did not improve from 0.24339
379/400 [===========================>..] - ETA: 23s - loss: 0.4260 - dice_coefficient: 0.7523
Epoch 7: loss did not improve from 0.24339
380/400 [===========================>..] - ETA: 22s - loss: 0.4262 - dice_coefficient: 0.7525
Epoch 7: loss did not improve from 0.24339
381/400 [===========================>..] - ETA: 21s - loss: 0.4254 - dice_coefficient: 0.7530
Epoch 7: loss did not improve from 0.24339
382/400 [===========================>..] - ETA: 20s - loss: 0.4250 - dice_coefficient: 0.7533
Epoch 7: loss did not improve from 0.24339
383/400 [===========================>..] - ETA: 19s - loss: 0.4244 - dice_coefficient: 0.7537
Epoch 7: loss did not improve from 0.24339
384/400 [===========================>..] - ETA: 18s - loss: 0.4236 - dice_coefficient: 0.7541
Epoch 7: loss did not improve from 0.24339
385/400 [===========================>..] - ETA: 16s - loss: 0.4253 - dice_coefficient: 0.7531
Epoch 7: loss did not improve from 0.24339
386/400 [===========================>..] - ETA: 15s - loss: 0.4249 - dice_coefficient: 0.7533
Epoch 7: loss did not improve from 0.24339
387/400 [============================>.] - ETA: 14s - loss: 0.4241 - dice_coefficient: 0.7537
Epoch 7: loss did not improve from 0.24339
388/400 [============================>.] - ETA: 13s - loss: 0.4241 - dice_coefficient: 0.7536
Epoch 7: loss did not improve from 0.24339
389/400 [============================>.] - ETA: 12s - loss: 0.4236 - dice_coefficient: 0.7537
Epoch 7: loss did not improve from 0.24339
390/400 [============================>.] - ETA: 11s - loss: 0.4231 - dice_coefficient: 0.7539
Epoch 7: loss did not improve from 0.24339
391/400 [============================>.] - ETA: 10s - loss: 0.4229 - dice_coefficient: 0.7540
Epoch 7: loss did not improve from 0.24339
392/400 [============================>.] - ETA: 9s - loss: 0.4233 - dice_coefficient: 0.7536 
Epoch 7: loss did not improve from 0.24339
393/400 [============================>.] - ETA: 7s - loss: 0.4227 - dice_coefficient: 0.7539
Epoch 7: loss did not improve from 0.24339
394/400 [============================>.] - ETA: 6s - loss: 0.4220 - dice_coefficient: 0.7543
Epoch 7: loss did not improve from 0.24339
395/400 [============================>.] - ETA: 5s - loss: 0.4213 - dice_coefficient: 0.7546
Epoch 7: loss did not improve from 0.24339
396/400 [============================>.] - ETA: 4s - loss: 0.4209 - dice_coefficient: 0.7548
Epoch 7: loss did not improve from 0.24339
397/400 [============================>.] - ETA: 3s - loss: 0.4202 - dice_coefficient: 0.7552
Epoch 7: loss did not improve from 0.24339
398/400 [============================>.] - ETA: 2s - loss: 0.4206 - dice_coefficient: 0.7548
Epoch 7: loss did not improve from 0.24339
399/400 [============================>.] - ETA: 1s - loss: 0.4199 - dice_coefficient: 0.7551
Epoch 7: loss did not improve from 0.24339
400/400 [==============================] - 455s 1s/step - loss: 0.4193 - dice_coefficient: 0.7555 - val_loss: 0.8481 - val_dice_coefficient: 0.5480 - lr: 1.0000e-04
Epoch 8/10

Epoch 8: loss did not improve from 0.24339
  1/400 [..............................] - ETA: 11:25 - loss: 0.3840 - dice_coefficient: 0.7421
Epoch 8: loss did not improve from 0.24339
  2/400 [..............................] - ETA: 11:49 - loss: 0.4614 - dice_coefficient: 0.6806
Epoch 8: loss did not improve from 0.24339
  3/400 [..............................] - ETA: 9:03 - loss: 0.4245 - dice_coefficient: 0.6978 
Epoch 8: loss did not improve from 0.24339
  4/400 [..............................] - ETA: 8:09 - loss: 0.4238 - dice_coefficient: 0.6956
Epoch 8: loss did not improve from 0.24339
  5/400 [..............................] - ETA: 7:42 - loss: 0.3875 - dice_coefficient: 0.7331
Epoch 8: loss did not improve from 0.24339
  6/400 [..............................] - ETA: 7:52 - loss: 0.3539 - dice_coefficient: 0.7594
Epoch 8: loss did not improve from 0.24339
  7/400 [..............................] - ETA: 7:41 - loss: 0.3261 - dice_coefficient: 0.7800
Epoch 8: loss did not improve from 0.24339
  8/400 [..............................] - ETA: 7:28 - loss: 0.3158 - dice_coefficient: 0.7893
Epoch 8: loss did not improve from 0.24339
  9/400 [..............................] - ETA: 7:15 - loss: 0.3245 - dice_coefficient: 0.7797
Epoch 8: loss did not improve from 0.24339
 10/400 [..............................] - ETA: 7:09 - loss: 0.3096 - dice_coefficient: 0.7895
Epoch 8: loss did not improve from 0.24339
 11/400 [..............................] - ETA: 7:05 - loss: 0.2964 - dice_coefficient: 0.7993
Epoch 8: loss did not improve from 0.24339
 12/400 [..............................] - ETA: 7:03 - loss: 0.3046 - dice_coefficient: 0.7912
Epoch 8: loss did not improve from 0.24339
 13/400 [..............................] - ETA: 7:21 - loss: 0.3026 - dice_coefficient: 0.7935
Epoch 8: loss did not improve from 0.24339
 14/400 [>.............................] - ETA: 7:38 - loss: 0.3739 - dice_coefficient: 0.7573
Epoch 8: loss did not improve from 0.24339
 15/400 [>.............................] - ETA: 7:30 - loss: 0.3684 - dice_coefficient: 0.7585
Epoch 8: loss did not improve from 0.24339
 16/400 [>.............................] - ETA: 7:26 - loss: 0.3637 - dice_coefficient: 0.7610
Epoch 8: loss did not improve from 0.24339
 17/400 [>.............................] - ETA: 7:22 - loss: 0.3530 - dice_coefficient: 0.7694
Epoch 8: loss did not improve from 0.24339
 18/400 [>.............................] - ETA: 7:19 - loss: 0.3491 - dice_coefficient: 0.7747
Epoch 8: loss did not improve from 0.24339
 19/400 [>.............................] - ETA: 7:15 - loss: 0.3393 - dice_coefficient: 0.7807
Epoch 8: loss did not improve from 0.24339
 20/400 [>.............................] - ETA: 7:14 - loss: 0.3289 - dice_coefficient: 0.7879
Epoch 8: loss did not improve from 0.24339
 21/400 [>.............................] - ETA: 7:10 - loss: 0.3200 - dice_coefficient: 0.7935
Epoch 8: loss did not improve from 0.24339
 22/400 [>.............................] - ETA: 7:07 - loss: 0.3178 - dice_coefficient: 0.7938
Epoch 8: loss did not improve from 0.24339
 23/400 [>.............................] - ETA: 7:03 - loss: 0.3184 - dice_coefficient: 0.7921
Epoch 8: loss did not improve from 0.24339
 24/400 [>.............................] - ETA: 7:02 - loss: 0.3211 - dice_coefficient: 0.7885
Epoch 8: loss did not improve from 0.24339
 25/400 [>.............................] - ETA: 7:09 - loss: 0.3147 - dice_coefficient: 0.7931
Epoch 8: loss did not improve from 0.24339
 26/400 [>.............................] - ETA: 7:14 - loss: 0.3102 - dice_coefficient: 0.7963
Epoch 8: loss did not improve from 0.24339
 27/400 [=>............................] - ETA: 7:10 - loss: 0.3141 - dice_coefficient: 0.7921
Epoch 8: loss did not improve from 0.24339
 28/400 [=>............................] - ETA: 7:07 - loss: 0.3103 - dice_coefficient: 0.7944
Epoch 8: loss did not improve from 0.24339
 29/400 [=>............................] - ETA: 7:03 - loss: 0.3134 - dice_coefficient: 0.7912
Epoch 8: loss did not improve from 0.24339
 30/400 [=>............................] - ETA: 7:00 - loss: 0.3094 - dice_coefficient: 0.7940
Epoch 8: loss did not improve from 0.24339
 31/400 [=>............................] - ETA: 6:58 - loss: 0.3079 - dice_coefficient: 0.7945
Epoch 8: loss did not improve from 0.24339
 32/400 [=>............................] - ETA: 6:55 - loss: 0.3042 - dice_coefficient: 0.7979
Epoch 8: loss did not improve from 0.24339
 33/400 [=>............................] - ETA: 6:51 - loss: 0.3022 - dice_coefficient: 0.8006
Epoch 8: loss did not improve from 0.24339
 34/400 [=>............................] - ETA: 6:48 - loss: 0.2999 - dice_coefficient: 0.8021
Epoch 8: loss did not improve from 0.24339
 35/400 [=>............................] - ETA: 6:46 - loss: 0.3010 - dice_coefficient: 0.8004
Epoch 8: loss did not improve from 0.24339
 36/400 [=>............................] - ETA: 6:45 - loss: 0.2989 - dice_coefficient: 0.8019
Epoch 8: loss did not improve from 0.24339
 37/400 [=>............................] - ETA: 6:49 - loss: 0.3154 - dice_coefficient: 0.7917
Epoch 8: loss did not improve from 0.24339
 38/400 [=>............................] - ETA: 6:53 - loss: 0.3348 - dice_coefficient: 0.7805
Epoch 8: loss did not improve from 0.24339
 39/400 [=>............................] - ETA: 6:52 - loss: 0.3310 - dice_coefficient: 0.7828
Epoch 8: loss did not improve from 0.24339
 40/400 [==>...........................] - ETA: 6:50 - loss: 0.3339 - dice_coefficient: 0.7800
Epoch 8: loss did not improve from 0.24339
 41/400 [==>...........................] - ETA: 6:47 - loss: 0.3305 - dice_coefficient: 0.7826
Epoch 8: loss did not improve from 0.24339
 42/400 [==>...........................] - ETA: 6:44 - loss: 0.3303 - dice_coefficient: 0.7824
Epoch 8: loss did not improve from 0.24339
 43/400 [==>...........................] - ETA: 6:43 - loss: 0.3277 - dice_coefficient: 0.7843
Epoch 8: loss did not improve from 0.24339
 44/400 [==>...........................] - ETA: 6:40 - loss: 0.3260 - dice_coefficient: 0.7851
Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
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Epoch 8: loss did not improve from 0.24339
372/400 [==========================>...] - ETA: 32s - loss: 0.3578 - dice_coefficient: 0.7910
Epoch 8: loss did not improve from 0.24339
373/400 [==========================>...] - ETA: 31s - loss: 0.3572 - dice_coefficient: 0.7913
Epoch 8: loss did not improve from 0.24339
374/400 [===========================>..] - ETA: 30s - loss: 0.3567 - dice_coefficient: 0.7916
Epoch 8: loss did not improve from 0.24339
375/400 [===========================>..] - ETA: 29s - loss: 0.3562 - dice_coefficient: 0.7919
Epoch 8: loss did not improve from 0.24339
376/400 [===========================>..] - ETA: 27s - loss: 0.3559 - dice_coefficient: 0.7921
Epoch 8: loss did not improve from 0.24339
377/400 [===========================>..] - ETA: 26s - loss: 0.3558 - dice_coefficient: 0.7920
Epoch 8: loss did not improve from 0.24339
378/400 [===========================>..] - ETA: 25s - loss: 0.3555 - dice_coefficient: 0.7921
Epoch 8: loss did not improve from 0.24339
379/400 [===========================>..] - ETA: 24s - loss: 0.3549 - dice_coefficient: 0.7925
Epoch 8: loss did not improve from 0.24339
380/400 [===========================>..] - ETA: 23s - loss: 0.3546 - dice_coefficient: 0.7925
Epoch 8: loss did not improve from 0.24339
381/400 [===========================>..] - ETA: 22s - loss: 0.3541 - dice_coefficient: 0.7929
Epoch 8: loss did not improve from 0.24339
382/400 [===========================>..] - ETA: 20s - loss: 0.3535 - dice_coefficient: 0.7932
Epoch 8: loss did not improve from 0.24339
383/400 [===========================>..] - ETA: 19s - loss: 0.3534 - dice_coefficient: 0.7933
Epoch 8: loss did not improve from 0.24339
384/400 [===========================>..] - ETA: 18s - loss: 0.3532 - dice_coefficient: 0.7933
Epoch 8: loss did not improve from 0.24339
385/400 [===========================>..] - ETA: 17s - loss: 0.3528 - dice_coefficient: 0.7935
Epoch 8: loss did not improve from 0.24339
386/400 [===========================>..] - ETA: 16s - loss: 0.3524 - dice_coefficient: 0.7936
Epoch 8: loss did not improve from 0.24339
387/400 [============================>.] - ETA: 15s - loss: 0.3534 - dice_coefficient: 0.7929
Epoch 8: loss did not improve from 0.24339
388/400 [============================>.] - ETA: 13s - loss: 0.3542 - dice_coefficient: 0.7924
Epoch 8: loss did not improve from 0.24339
389/400 [============================>.] - ETA: 12s - loss: 0.3538 - dice_coefficient: 0.7925
Epoch 8: loss did not improve from 0.24339
390/400 [============================>.] - ETA: 11s - loss: 0.3548 - dice_coefficient: 0.7918
Epoch 8: loss did not improve from 0.24339
391/400 [============================>.] - ETA: 10s - loss: 0.3544 - dice_coefficient: 0.7919
Epoch 8: loss did not improve from 0.24339
392/400 [============================>.] - ETA: 9s - loss: 0.3541 - dice_coefficient: 0.7919 
Epoch 8: loss did not improve from 0.24339
393/400 [============================>.] - ETA: 8s - loss: 0.3537 - dice_coefficient: 0.7922
Epoch 8: loss did not improve from 0.24339
394/400 [============================>.] - ETA: 6s - loss: 0.3534 - dice_coefficient: 0.7924
Epoch 8: loss did not improve from 0.24339
395/400 [============================>.] - ETA: 5s - loss: 0.3531 - dice_coefficient: 0.7924
Epoch 8: loss did not improve from 0.24339
396/400 [============================>.] - ETA: 4s - loss: 0.3527 - dice_coefficient: 0.7927
Epoch 8: loss did not improve from 0.24339
397/400 [============================>.] - ETA: 3s - loss: 0.3531 - dice_coefficient: 0.7922
Epoch 8: loss did not improve from 0.24339
398/400 [============================>.] - ETA: 2s - loss: 0.3533 - dice_coefficient: 0.7919
Epoch 8: loss did not improve from 0.24339
399/400 [============================>.] - ETA: 1s - loss: 0.3528 - dice_coefficient: 0.7922
Epoch 8: loss did not improve from 0.24339
400/400 [==============================] - 468s 1s/step - loss: 0.3525 - dice_coefficient: 0.7924 - val_loss: 0.8695 - val_dice_coefficient: 0.5433 - lr: 1.0000e-04
Epoch 9/10

Epoch 9: loss did not improve from 0.24339
  1/400 [..............................] - ETA: 7:05 - loss: 0.4300 - dice_coefficient: 0.6653
Epoch 9: loss did not improve from 0.24339
  2/400 [..............................] - ETA: 7:23 - loss: 0.3239 - dice_coefficient: 0.7613
Epoch 9: loss did not improve from 0.24339
  3/400 [..............................] - ETA: 7:11 - loss: 0.2997 - dice_coefficient: 0.7821
Epoch 9: loss did not improve from 0.24339
  4/400 [..............................] - ETA: 7:07 - loss: 0.2525 - dice_coefficient: 0.8186
Epoch 9: loss did not improve from 0.24339
  5/400 [..............................] - ETA: 7:05 - loss: 0.2476 - dice_coefficient: 0.8319
Epoch 9: loss did not improve from 0.24339
  6/400 [..............................] - ETA: 7:05 - loss: 0.2460 - dice_coefficient: 0.8291
Epoch 9: loss did not improve from 0.24339
  7/400 [..............................] - ETA: 7:00 - loss: 0.2701 - dice_coefficient: 0.8079
Epoch 9: loss did not improve from 0.24339
  8/400 [..............................] - ETA: 6:59 - loss: 0.2542 - dice_coefficient: 0.8198
Epoch 9: loss did not improve from 0.24339
  9/400 [..............................] - ETA: 6:57 - loss: 0.2727 - dice_coefficient: 0.8037
Epoch 9: loss did not improve from 0.24339
 10/400 [..............................] - ETA: 7:30 - loss: 0.2982 - dice_coefficient: 0.7847
Epoch 9: loss did not improve from 0.24339
 11/400 [..............................] - ETA: 7:49 - loss: 0.2923 - dice_coefficient: 0.7891
Epoch 9: loss did not improve from 0.24339
 12/400 [..............................] - ETA: 7:43 - loss: 0.2783 - dice_coefficient: 0.7994
Epoch 9: loss did not improve from 0.24339
 13/400 [..............................] - ETA: 7:36 - loss: 0.2669 - dice_coefficient: 0.8083
Epoch 9: loss did not improve from 0.24339
 14/400 [>.............................] - ETA: 7:28 - loss: 0.2647 - dice_coefficient: 0.8090
Epoch 9: loss did not improve from 0.24339
 15/400 [>.............................] - ETA: 7:21 - loss: 0.2640 - dice_coefficient: 0.8091
Epoch 9: loss did not improve from 0.24339
 16/400 [>.............................] - ETA: 7:19 - loss: 0.2613 - dice_coefficient: 0.8129
Epoch 9: loss did not improve from 0.24339
 17/400 [>.............................] - ETA: 7:13 - loss: 0.2530 - dice_coefficient: 0.8200
Epoch 9: loss improved from 0.24339 to 0.24326, saving model to model_0.24.h5
 18/400 [>.............................] - ETA: 7:20 - loss: 0.2433 - dice_coefficient: 0.8271
Epoch 9: loss did not improve from 0.24326
 19/400 [>.............................] - ETA: 7:24 - loss: 0.2433 - dice_coefficient: 0.8265
Epoch 9: loss improved from 0.24326 to 0.23739, saving model to model_0.24.h5
 20/400 [>.............................] - ETA: 7:35 - loss: 0.2374 - dice_coefficient: 0.8317
Epoch 9: loss did not improve from 0.23739
 21/400 [>.............................] - ETA: 7:44 - loss: 0.2647 - dice_coefficient: 0.8139
Epoch 9: loss did not improve from 0.23739
 22/400 [>.............................] - ETA: 7:46 - loss: 0.2589 - dice_coefficient: 0.8192
Epoch 9: loss did not improve from 0.23739
 23/400 [>.............................] - ETA: 7:43 - loss: 0.2586 - dice_coefficient: 0.8200
Epoch 9: loss did not improve from 0.23739
 24/400 [>.............................] - ETA: 7:39 - loss: 0.2543 - dice_coefficient: 0.8231
Epoch 9: loss did not improve from 0.23739
 25/400 [>.............................] - ETA: 7:37 - loss: 0.2551 - dice_coefficient: 0.8230
Epoch 9: loss did not improve from 0.23739
 26/400 [>.............................] - ETA: 7:31 - loss: 0.2544 - dice_coefficient: 0.8223
Epoch 9: loss did not improve from 0.23739
 27/400 [=>............................] - ETA: 7:27 - loss: 0.2554 - dice_coefficient: 0.8231
Epoch 9: loss did not improve from 0.23739
 28/400 [=>............................] - ETA: 7:22 - loss: 0.2497 - dice_coefficient: 0.8272
Epoch 9: loss did not improve from 0.23739
 29/400 [=>............................] - ETA: 7:17 - loss: 0.2527 - dice_coefficient: 0.8244
Epoch 9: loss did not improve from 0.23739
 30/400 [=>............................] - ETA: 7:13 - loss: 0.2537 - dice_coefficient: 0.8231
Epoch 9: loss did not improve from 0.23739
 31/400 [=>............................] - ETA: 7:11 - loss: 0.2708 - dice_coefficient: 0.8122
Epoch 9: loss did not improve from 0.23739
 32/400 [=>............................] - ETA: 7:12 - loss: 0.2729 - dice_coefficient: 0.8100
Epoch 9: loss did not improve from 0.23739
 33/400 [=>............................] - ETA: 7:19 - loss: 0.2690 - dice_coefficient: 0.8125
Epoch 9: loss did not improve from 0.23739
 34/400 [=>............................] - ETA: 7:19 - loss: 0.2650 - dice_coefficient: 0.8150
Epoch 9: loss did not improve from 0.23739
 35/400 [=>............................] - ETA: 7:16 - loss: 0.2626 - dice_coefficient: 0.8159
Epoch 9: loss did not improve from 0.23739
 36/400 [=>............................] - ETA: 7:11 - loss: 0.2617 - dice_coefficient: 0.8171
Epoch 9: loss did not improve from 0.23739
 37/400 [=>............................] - ETA: 7:09 - loss: 0.2624 - dice_coefficient: 0.8161
Epoch 9: loss did not improve from 0.23739
 38/400 [=>............................] - ETA: 7:06 - loss: 0.2629 - dice_coefficient: 0.8172
Epoch 9: loss did not improve from 0.23739
 39/400 [=>............................] - ETA: 7:04 - loss: 0.2590 - dice_coefficient: 0.8202
Epoch 9: loss did not improve from 0.23739
 40/400 [==>...........................] - ETA: 7:01 - loss: 0.2650 - dice_coefficient: 0.8156
Epoch 9: loss did not improve from 0.23739
 41/400 [==>...........................] - ETA: 6:59 - loss: 0.2634 - dice_coefficient: 0.8171
Epoch 9: loss did not improve from 0.23739
 42/400 [==>...........................] - ETA: 6:57 - loss: 0.2664 - dice_coefficient: 0.8181
Epoch 9: loss did not improve from 0.23739
 43/400 [==>...........................] - ETA: 6:54 - loss: 0.2623 - dice_coefficient: 0.8210
Epoch 9: loss did not improve from 0.23739
 44/400 [==>...........................] - ETA: 6:54 - loss: 0.2597 - dice_coefficient: 0.8231
Epoch 9: loss did not improve from 0.23739
 45/400 [==>...........................] - ETA: 6:57 - loss: 0.2581 - dice_coefficient: 0.8244
Epoch 9: loss did not improve from 0.23739
 46/400 [==>...........................] - ETA: 6:59 - loss: 0.2647 - dice_coefficient: 0.8192
Epoch 9: loss did not improve from 0.23739
 47/400 [==>...........................] - ETA: 6:57 - loss: 0.2672 - dice_coefficient: 0.8168
Epoch 9: loss did not improve from 0.23739
 48/400 [==>...........................] - ETA: 6:55 - loss: 0.2657 - dice_coefficient: 0.8177
Epoch 9: loss did not improve from 0.23739
 49/400 [==>...........................] - ETA: 6:52 - loss: 0.2625 - dice_coefficient: 0.8199
Epoch 9: loss did not improve from 0.23739
 50/400 [==>...........................] - ETA: 6:50 - loss: 0.2605 - dice_coefficient: 0.8217
Epoch 9: loss did not improve from 0.23739
 51/400 [==>...........................] - ETA: 6:48 - loss: 0.2598 - dice_coefficient: 0.8218
Epoch 9: loss did not improve from 0.23739
 52/400 [==>...........................] - ETA: 6:45 - loss: 0.2579 - dice_coefficient: 0.8233
Epoch 9: loss did not improve from 0.23739
 53/400 [==>...........................] - ETA: 6:43 - loss: 0.2560 - dice_coefficient: 0.8250
Epoch 9: loss did not improve from 0.23739
 54/400 [===>..........................] - ETA: 6:40 - loss: 0.2550 - dice_coefficient: 0.8253
Epoch 9: loss did not improve from 0.23739
 55/400 [===>..........................] - ETA: 6:38 - loss: 0.2522 - dice_coefficient: 0.8273
Epoch 9: loss did not improve from 0.23739
 56/400 [===>..........................] - ETA: 6:36 - loss: 0.2509 - dice_coefficient: 0.8289
Epoch 9: loss did not improve from 0.23739
 57/400 [===>..........................] - ETA: 6:39 - loss: 0.2514 - dice_coefficient: 0.8282
Epoch 9: loss did not improve from 0.23739
 58/400 [===>..........................] - ETA: 6:40 - loss: 0.2492 - dice_coefficient: 0.8298
Epoch 9: loss did not improve from 0.23739
 59/400 [===>..........................] - ETA: 6:38 - loss: 0.2479 - dice_coefficient: 0.8306
Epoch 9: loss did not improve from 0.23739
 60/400 [===>..........................] - ETA: 6:36 - loss: 0.2469 - dice_coefficient: 0.8314
Epoch 9: loss did not improve from 0.23739
 61/400 [===>..........................] - ETA: 6:34 - loss: 0.2472 - dice_coefficient: 0.8317
Epoch 9: loss did not improve from 0.23739
 62/400 [===>..........................] - ETA: 6:32 - loss: 0.2458 - dice_coefficient: 0.8330
Epoch 9: loss did not improve from 0.23739
 63/400 [===>..........................] - ETA: 6:29 - loss: 0.2468 - dice_coefficient: 0.8318
Epoch 9: loss did not improve from 0.23739
 64/400 [===>..........................] - ETA: 6:27 - loss: 0.2480 - dice_coefficient: 0.8305
Epoch 9: loss did not improve from 0.23739
 65/400 [===>..........................] - ETA: 6:25 - loss: 0.2474 - dice_coefficient: 0.8309
Epoch 9: loss did not improve from 0.23739
 66/400 [===>..........................] - ETA: 6:24 - loss: 0.2462 - dice_coefficient: 0.8322
Epoch 9: loss did not improve from 0.23739
 67/400 [====>.........................] - ETA: 6:22 - loss: 0.2445 - dice_coefficient: 0.8332
Epoch 9: loss did not improve from 0.23739
 68/400 [====>.........................] - ETA: 6:21 - loss: 0.2460 - dice_coefficient: 0.8317
Epoch 9: loss did not improve from 0.23739
 69/400 [====>.........................] - ETA: 6:23 - loss: 0.2549 - dice_coefficient: 0.8260
Epoch 9: loss did not improve from 0.23739
 70/400 [====>.........................] - ETA: 6:24 - loss: 0.2539 - dice_coefficient: 0.8267
Epoch 9: loss did not improve from 0.23739
 71/400 [====>.........................] - ETA: 6:23 - loss: 0.2524 - dice_coefficient: 0.8278
Epoch 9: loss did not improve from 0.23739
 72/400 [====>.........................] - ETA: 6:21 - loss: 0.2526 - dice_coefficient: 0.8278
Epoch 9: loss did not improve from 0.23739
 73/400 [====>.........................] - ETA: 6:19 - loss: 0.2632 - dice_coefficient: 0.8215
Epoch 9: loss did not improve from 0.23739
 74/400 [====>.........................] - ETA: 6:17 - loss: 0.2661 - dice_coefficient: 0.8190
Epoch 9: loss did not improve from 0.23739
 75/400 [====>.........................] - ETA: 6:16 - loss: 0.2651 - dice_coefficient: 0.8200
Epoch 9: loss did not improve from 0.23739
 76/400 [====>.........................] - ETA: 6:14 - loss: 0.2646 - dice_coefficient: 0.8202
Epoch 9: loss did not improve from 0.23739
 77/400 [====>.........................] - ETA: 6:13 - loss: 0.2650 - dice_coefficient: 0.8210
Epoch 9: loss did not improve from 0.23739
 78/400 [====>.........................] - ETA: 6:11 - loss: 0.2652 - dice_coefficient: 0.8212
Epoch 9: loss did not improve from 0.23739
 79/400 [====>.........................] - ETA: 6:09 - loss: 0.2652 - dice_coefficient: 0.8213
Epoch 9: loss did not improve from 0.23739
 80/400 [=====>........................] - ETA: 6:08 - loss: 0.2670 - dice_coefficient: 0.8217
Epoch 9: loss did not improve from 0.23739
 81/400 [=====>........................] - ETA: 6:10 - loss: 0.2648 - dice_coefficient: 0.8232
Epoch 9: loss did not improve from 0.23739
 82/400 [=====>........................] - ETA: 6:11 - loss: 0.2645 - dice_coefficient: 0.8236
Epoch 9: loss did not improve from 0.23739
 83/400 [=====>........................] - ETA: 6:09 - loss: 0.2628 - dice_coefficient: 0.8247
Epoch 9: loss did not improve from 0.23739
 84/400 [=====>........................] - ETA: 6:07 - loss: 0.2668 - dice_coefficient: 0.8216
Epoch 9: loss did not improve from 0.23739
 85/400 [=====>........................] - ETA: 6:05 - loss: 0.2680 - dice_coefficient: 0.8206
Epoch 9: loss did not improve from 0.23739
 86/400 [=====>........................] - ETA: 6:04 - loss: 0.2667 - dice_coefficient: 0.8213
Epoch 9: loss did not improve from 0.23739
 87/400 [=====>........................] - ETA: 6:02 - loss: 0.2687 - dice_coefficient: 0.8195
Epoch 9: loss did not improve from 0.23739
 88/400 [=====>........................] - ETA: 6:01 - loss: 0.2707 - dice_coefficient: 0.8198
Epoch 9: loss did not improve from 0.23739
 89/400 [=====>........................] - ETA: 5:59 - loss: 0.2699 - dice_coefficient: 0.8206
Epoch 9: loss did not improve from 0.23739
 90/400 [=====>........................] - ETA: 5:58 - loss: 0.2691 - dice_coefficient: 0.8214
Epoch 9: loss did not improve from 0.23739
 91/400 [=====>........................] - ETA: 5:56 - loss: 0.2683 - dice_coefficient: 0.8220
Epoch 9: loss did not improve from 0.23739
 92/400 [=====>........................] - ETA: 5:55 - loss: 0.2669 - dice_coefficient: 0.8232
Epoch 9: loss did not improve from 0.23739
 93/400 [=====>........................] - ETA: 5:56 - loss: 0.2676 - dice_coefficient: 0.8221
Epoch 9: loss did not improve from 0.23739
 94/400 [======>.......................] - ETA: 5:56 - loss: 0.2706 - dice_coefficient: 0.8197
Epoch 9: loss did not improve from 0.23739
 95/400 [======>.......................] - ETA: 5:54 - loss: 0.2699 - dice_coefficient: 0.8199
Epoch 9: loss did not improve from 0.23739
 96/400 [======>.......................] - ETA: 5:52 - loss: 0.2712 - dice_coefficient: 0.8186
Epoch 9: loss did not improve from 0.23739
 97/400 [======>.......................] - ETA: 5:50 - loss: 0.2711 - dice_coefficient: 0.8186
Epoch 9: loss did not improve from 0.23739
 98/400 [======>.......................] - ETA: 5:49 - loss: 0.2711 - dice_coefficient: 0.8189
Epoch 9: loss did not improve from 0.23739
 99/400 [======>.......................] - ETA: 5:48 - loss: 0.2703 - dice_coefficient: 0.8197
Epoch 9: loss did not improve from 0.23739
100/400 [======>.......................] - ETA: 5:46 - loss: 0.2708 - dice_coefficient: 0.8201
Epoch 9: loss did not improve from 0.23739
101/400 [======>.......................] - ETA: 5:45 - loss: 0.2700 - dice_coefficient: 0.8207
Epoch 9: loss did not improve from 0.23739
102/400 [======>.......................] - ETA: 5:44 - loss: 0.2704 - dice_coefficient: 0.8201
Epoch 9: loss did not improve from 0.23739
103/400 [======>.......................] - ETA: 5:42 - loss: 0.2703 - dice_coefficient: 0.8200
Epoch 9: loss did not improve from 0.23739
104/400 [======>.......................] - ETA: 5:42 - loss: 0.2713 - dice_coefficient: 0.8191
Epoch 9: loss did not improve from 0.23739
105/400 [======>.......................] - ETA: 5:43 - loss: 0.2701 - dice_coefficient: 0.8201
Epoch 9: loss did not improve from 0.23739
106/400 [======>.......................] - ETA: 5:42 - loss: 0.2719 - dice_coefficient: 0.8185
Epoch 9: loss did not improve from 0.23739
107/400 [=======>......................] - ETA: 5:40 - loss: 0.2713 - dice_coefficient: 0.8189
Epoch 9: loss did not improve from 0.23739
108/400 [=======>......................] - ETA: 5:39 - loss: 0.2711 - dice_coefficient: 0.8189
Epoch 9: loss did not improve from 0.23739
109/400 [=======>......................] - ETA: 5:37 - loss: 0.2699 - dice_coefficient: 0.8196
Epoch 9: loss did not improve from 0.23739
110/400 [=======>......................] - ETA: 5:36 - loss: 0.2690 - dice_coefficient: 0.8202
Epoch 9: loss did not improve from 0.23739
111/400 [=======>......................] - ETA: 5:34 - loss: 0.2698 - dice_coefficient: 0.8193
Epoch 9: loss did not improve from 0.23739
112/400 [=======>......................] - ETA: 5:33 - loss: 0.2691 - dice_coefficient: 0.8197
Epoch 9: loss did not improve from 0.23739
113/400 [=======>......................] - ETA: 5:31 - loss: 0.2682 - dice_coefficient: 0.8202
Epoch 9: loss did not improve from 0.23739
114/400 [=======>......................] - ETA: 5:30 - loss: 0.2669 - dice_coefficient: 0.8211
Epoch 9: loss did not improve from 0.23739
115/400 [=======>......................] - ETA: 5:28 - loss: 0.2661 - dice_coefficient: 0.8217
Epoch 9: loss did not improve from 0.23739
116/400 [=======>......................] - ETA: 5:29 - loss: 0.2661 - dice_coefficient: 0.8213
Epoch 9: loss did not improve from 0.23739
117/400 [=======>......................] - ETA: 5:29 - loss: 0.2658 - dice_coefficient: 0.8216
Epoch 9: loss did not improve from 0.23739
118/400 [=======>......................] - ETA: 5:28 - loss: 0.2726 - dice_coefficient: 0.8177
Epoch 9: loss did not improve from 0.23739
119/400 [=======>......................] - ETA: 5:26 - loss: 0.2715 - dice_coefficient: 0.8185
Epoch 9: loss did not improve from 0.23739
120/400 [========>.....................] - ETA: 5:25 - loss: 0.2749 - dice_coefficient: 0.8161
Epoch 9: loss did not improve from 0.23739
121/400 [========>.....................] - ETA: 5:23 - loss: 0.2745 - dice_coefficient: 0.8161
Epoch 9: loss did not improve from 0.23739
122/400 [========>.....................] - ETA: 5:22 - loss: 0.2743 - dice_coefficient: 0.8163
Epoch 9: loss did not improve from 0.23739
123/400 [========>.....................] - ETA: 5:20 - loss: 0.2737 - dice_coefficient: 0.8166
Epoch 9: loss did not improve from 0.23739
124/400 [========>.....................] - ETA: 5:19 - loss: 0.2734 - dice_coefficient: 0.8168
Epoch 9: loss did not improve from 0.23739
125/400 [========>.....................] - ETA: 5:18 - loss: 0.2727 - dice_coefficient: 0.8172
Epoch 9: loss did not improve from 0.23739
126/400 [========>.....................] - ETA: 5:16 - loss: 0.2714 - dice_coefficient: 0.8181
Epoch 9: loss did not improve from 0.23739
127/400 [========>.....................] - ETA: 5:15 - loss: 0.2716 - dice_coefficient: 0.8179
Epoch 9: loss did not improve from 0.23739
128/400 [========>.....................] - ETA: 5:15 - loss: 0.2743 - dice_coefficient: 0.8160
Epoch 9: loss did not improve from 0.23739
129/400 [========>.....................] - ETA: 5:15 - loss: 0.2730 - dice_coefficient: 0.8169
Epoch 9: loss did not improve from 0.23739
130/400 [========>.....................] - ETA: 5:13 - loss: 0.2777 - dice_coefficient: 0.8140
Epoch 9: loss did not improve from 0.23739
131/400 [========>.....................] - ETA: 5:12 - loss: 0.2820 - dice_coefficient: 0.8113
Epoch 9: loss did not improve from 0.23739
132/400 [========>.....................] - ETA: 5:10 - loss: 0.2815 - dice_coefficient: 0.8118
Epoch 9: loss did not improve from 0.23739
133/400 [========>.....................] - ETA: 5:09 - loss: 0.2808 - dice_coefficient: 0.8122
Epoch 9: loss did not improve from 0.23739
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Epoch 9: loss did not improve from 0.23739
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Epoch 9: loss did not improve from 0.23739
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Epoch 9: loss did not improve from 0.23739
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Epoch 9: loss did not improve from 0.23739
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Epoch 9: loss did not improve from 0.23739
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Epoch 9: loss did not improve from 0.23739
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Epoch 9: loss did not improve from 0.23739
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Epoch 9: loss did not improve from 0.23739
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Epoch 9: loss did not improve from 0.23739
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Epoch 9: loss did not improve from 0.23739
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Epoch 9: loss did not improve from 0.23739
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Epoch 9: loss did not improve from 0.23739
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Epoch 9: loss did not improve from 0.23739
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Epoch 9: loss did not improve from 0.23739
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Epoch 9: loss did not improve from 0.23739
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Epoch 9: loss did not improve from 0.23739
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Epoch 9: loss did not improve from 0.23739
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Epoch 9: loss did not improve from 0.23739
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Epoch 9: loss did not improve from 0.23739
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Epoch 9: loss did not improve from 0.23739
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Epoch 9: loss did not improve from 0.23739
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Epoch 9: loss did not improve from 0.23739
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Epoch 9: loss did not improve from 0.23739
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Epoch 9: loss did not improve from 0.23739
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Epoch 9: loss did not improve from 0.23739
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Epoch 9: loss did not improve from 0.23739
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Epoch 9: loss did not improve from 0.23739
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Epoch 9: loss did not improve from 0.23739
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Epoch 9: loss did not improve from 0.23739
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Epoch 9: loss did not improve from 0.23739
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Epoch 9: loss did not improve from 0.23739
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Epoch 9: loss did not improve from 0.23739
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Epoch 9: loss did not improve from 0.23739
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Epoch 9: loss did not improve from 0.23739
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296/400 [=====================>........] - ETA: 1:59 - loss: 0.2633 - dice_coefficient: 0.8243
Epoch 9: loss did not improve from 0.23739
297/400 [=====================>........] - ETA: 1:58 - loss: 0.2631 - dice_coefficient: 0.8246
Epoch 9: loss did not improve from 0.23739
298/400 [=====================>........] - ETA: 1:57 - loss: 0.2630 - dice_coefficient: 0.8248
Epoch 9: loss did not improve from 0.23739
299/400 [=====================>........] - ETA: 1:55 - loss: 0.2627 - dice_coefficient: 0.8251
Epoch 9: loss did not improve from 0.23739
300/400 [=====================>........] - ETA: 1:54 - loss: 0.2626 - dice_coefficient: 0.8251
Epoch 9: loss did not improve from 0.23739
301/400 [=====================>........] - ETA: 1:53 - loss: 0.2621 - dice_coefficient: 0.8255
Epoch 9: loss did not improve from 0.23739
302/400 [=====================>........] - ETA: 1:52 - loss: 0.2617 - dice_coefficient: 0.8257
Epoch 9: loss did not improve from 0.23739
303/400 [=====================>........] - ETA: 1:51 - loss: 0.2613 - dice_coefficient: 0.8260
Epoch 9: loss did not improve from 0.23739
304/400 [=====================>........] - ETA: 1:49 - loss: 0.2619 - dice_coefficient: 0.8254
Epoch 9: loss did not improve from 0.23739
305/400 [=====================>........] - ETA: 1:48 - loss: 0.2622 - dice_coefficient: 0.8251
Epoch 9: loss did not improve from 0.23739
306/400 [=====================>........] - ETA: 1:47 - loss: 0.2618 - dice_coefficient: 0.8253
Epoch 9: loss did not improve from 0.23739
307/400 [======================>.......] - ETA: 1:46 - loss: 0.2614 - dice_coefficient: 0.8256
Epoch 9: loss did not improve from 0.23739
308/400 [======================>.......] - ETA: 1:45 - loss: 0.2620 - dice_coefficient: 0.8250
Epoch 9: loss did not improve from 0.23739
309/400 [======================>.......] - ETA: 1:44 - loss: 0.2617 - dice_coefficient: 0.8253
Epoch 9: loss did not improve from 0.23739
310/400 [======================>.......] - ETA: 1:43 - loss: 0.2616 - dice_coefficient: 0.8253
Epoch 9: loss did not improve from 0.23739
311/400 [======================>.......] - ETA: 1:42 - loss: 0.2628 - dice_coefficient: 0.8244
Epoch 9: loss did not improve from 0.23739
312/400 [======================>.......] - ETA: 1:40 - loss: 0.2627 - dice_coefficient: 0.8244
Epoch 9: loss did not improve from 0.23739
313/400 [======================>.......] - ETA: 1:39 - loss: 0.2623 - dice_coefficient: 0.8246
Epoch 9: loss did not improve from 0.23739
314/400 [======================>.......] - ETA: 1:38 - loss: 0.2630 - dice_coefficient: 0.8243
Epoch 9: loss did not improve from 0.23739
315/400 [======================>.......] - ETA: 1:37 - loss: 0.2630 - dice_coefficient: 0.8243
Epoch 9: loss did not improve from 0.23739
316/400 [======================>.......] - ETA: 1:36 - loss: 0.2642 - dice_coefficient: 0.8234
Epoch 9: loss did not improve from 0.23739
317/400 [======================>.......] - ETA: 1:35 - loss: 0.2637 - dice_coefficient: 0.8238
Epoch 9: loss did not improve from 0.23739
318/400 [======================>.......] - ETA: 1:33 - loss: 0.2634 - dice_coefficient: 0.8240
Epoch 9: loss did not improve from 0.23739
319/400 [======================>.......] - ETA: 1:32 - loss: 0.2635 - dice_coefficient: 0.8242
Epoch 9: loss did not improve from 0.23739
320/400 [=======================>......] - ETA: 1:31 - loss: 0.2633 - dice_coefficient: 0.8244
Epoch 9: loss did not improve from 0.23739
321/400 [=======================>......] - ETA: 1:30 - loss: 0.2631 - dice_coefficient: 0.8246
Epoch 9: loss did not improve from 0.23739
322/400 [=======================>......] - ETA: 1:29 - loss: 0.2629 - dice_coefficient: 0.8246
Epoch 9: loss did not improve from 0.23739
323/400 [=======================>......] - ETA: 1:28 - loss: 0.2627 - dice_coefficient: 0.8248
Epoch 9: loss did not improve from 0.23739
324/400 [=======================>......] - ETA: 1:27 - loss: 0.2622 - dice_coefficient: 0.8252
Epoch 9: loss did not improve from 0.23739
325/400 [=======================>......] - ETA: 1:26 - loss: 0.2621 - dice_coefficient: 0.8254
Epoch 9: loss did not improve from 0.23739
326/400 [=======================>......] - ETA: 1:24 - loss: 0.2627 - dice_coefficient: 0.8249
Epoch 9: loss did not improve from 0.23739
327/400 [=======================>......] - ETA: 1:23 - loss: 0.2627 - dice_coefficient: 0.8251
Epoch 9: loss did not improve from 0.23739
328/400 [=======================>......] - ETA: 1:22 - loss: 0.2626 - dice_coefficient: 0.8251
Epoch 9: loss did not improve from 0.23739
329/400 [=======================>......] - ETA: 1:21 - loss: 0.2623 - dice_coefficient: 0.8254
Epoch 9: loss did not improve from 0.23739
330/400 [=======================>......] - ETA: 1:20 - loss: 0.2619 - dice_coefficient: 0.8257
Epoch 9: loss did not improve from 0.23739
331/400 [=======================>......] - ETA: 1:18 - loss: 0.2615 - dice_coefficient: 0.8259
Epoch 9: loss did not improve from 0.23739
332/400 [=======================>......] - ETA: 1:17 - loss: 0.2614 - dice_coefficient: 0.8259
Epoch 9: loss did not improve from 0.23739
333/400 [=======================>......] - ETA: 1:16 - loss: 0.2609 - dice_coefficient: 0.8262
Epoch 9: loss did not improve from 0.23739
334/400 [========================>.....] - ETA: 1:15 - loss: 0.2608 - dice_coefficient: 0.8262
Epoch 9: loss did not improve from 0.23739
335/400 [========================>.....] - ETA: 1:14 - loss: 0.2606 - dice_coefficient: 0.8264
Epoch 9: loss did not improve from 0.23739
336/400 [========================>.....] - ETA: 1:13 - loss: 0.2625 - dice_coefficient: 0.8252
Epoch 9: loss did not improve from 0.23739
337/400 [========================>.....] - ETA: 1:12 - loss: 0.2621 - dice_coefficient: 0.8255
Epoch 9: loss did not improve from 0.23739
338/400 [========================>.....] - ETA: 1:11 - loss: 0.2621 - dice_coefficient: 0.8254
Epoch 9: loss did not improve from 0.23739
339/400 [========================>.....] - ETA: 1:09 - loss: 0.2616 - dice_coefficient: 0.8257
Epoch 9: loss did not improve from 0.23739
340/400 [========================>.....] - ETA: 1:08 - loss: 0.2614 - dice_coefficient: 0.8258
Epoch 9: loss did not improve from 0.23739
341/400 [========================>.....] - ETA: 1:07 - loss: 0.2613 - dice_coefficient: 0.8257
Epoch 9: loss did not improve from 0.23739
342/400 [========================>.....] - ETA: 1:06 - loss: 0.2611 - dice_coefficient: 0.8259
Epoch 9: loss did not improve from 0.23739
343/400 [========================>.....] - ETA: 1:05 - loss: 0.2606 - dice_coefficient: 0.8262
Epoch 9: loss did not improve from 0.23739
344/400 [========================>.....] - ETA: 1:04 - loss: 0.2612 - dice_coefficient: 0.8257
Epoch 9: loss did not improve from 0.23739
345/400 [========================>.....] - ETA: 1:03 - loss: 0.2610 - dice_coefficient: 0.8260
Epoch 9: loss did not improve from 0.23739
346/400 [========================>.....] - ETA: 1:01 - loss: 0.2611 - dice_coefficient: 0.8257
Epoch 9: loss did not improve from 0.23739
347/400 [=========================>....] - ETA: 1:00 - loss: 0.2612 - dice_coefficient: 0.8255
Epoch 9: loss did not improve from 0.23739
348/400 [=========================>....] - ETA: 59s - loss: 0.2613 - dice_coefficient: 0.8254 
Epoch 9: loss did not improve from 0.23739
349/400 [=========================>....] - ETA: 58s - loss: 0.2614 - dice_coefficient: 0.8255
Epoch 9: loss did not improve from 0.23739
350/400 [=========================>....] - ETA: 57s - loss: 0.2616 - dice_coefficient: 0.8252
Epoch 9: loss did not improve from 0.23739
351/400 [=========================>....] - ETA: 56s - loss: 0.2614 - dice_coefficient: 0.8253
Epoch 9: loss did not improve from 0.23739
352/400 [=========================>....] - ETA: 55s - loss: 0.2610 - dice_coefficient: 0.8257
Epoch 9: loss did not improve from 0.23739
353/400 [=========================>....] - ETA: 53s - loss: 0.2607 - dice_coefficient: 0.8259
Epoch 9: loss did not improve from 0.23739
354/400 [=========================>....] - ETA: 52s - loss: 0.2605 - dice_coefficient: 0.8260
Epoch 9: loss did not improve from 0.23739
355/400 [=========================>....] - ETA: 51s - loss: 0.2605 - dice_coefficient: 0.8259
Epoch 9: loss did not improve from 0.23739
356/400 [=========================>....] - ETA: 50s - loss: 0.2603 - dice_coefficient: 0.8261
Epoch 9: loss did not improve from 0.23739
357/400 [=========================>....] - ETA: 49s - loss: 0.2603 - dice_coefficient: 0.8261
Epoch 9: loss did not improve from 0.23739
358/400 [=========================>....] - ETA: 48s - loss: 0.2601 - dice_coefficient: 0.8262
Epoch 9: loss did not improve from 0.23739
359/400 [=========================>....] - ETA: 47s - loss: 0.2598 - dice_coefficient: 0.8264
Epoch 9: loss did not improve from 0.23739
360/400 [==========================>...] - ETA: 45s - loss: 0.2606 - dice_coefficient: 0.8259
Epoch 9: loss did not improve from 0.23739
361/400 [==========================>...] - ETA: 44s - loss: 0.2605 - dice_coefficient: 0.8259
Epoch 9: loss did not improve from 0.23739
362/400 [==========================>...] - ETA: 43s - loss: 0.3047 - dice_coefficient: 0.8236
Epoch 9: loss did not improve from 0.23739
363/400 [==========================>...] - ETA: 42s - loss: 0.3043 - dice_coefficient: 0.8238
Epoch 9: loss did not improve from 0.23739
364/400 [==========================>...] - ETA: 41s - loss: 0.3039 - dice_coefficient: 0.8241
Epoch 9: loss did not improve from 0.23739
365/400 [==========================>...] - ETA: 40s - loss: 0.3037 - dice_coefficient: 0.8241
Epoch 9: loss did not improve from 0.23739
366/400 [==========================>...] - ETA: 39s - loss: 0.3033 - dice_coefficient: 0.8243
Epoch 9: loss did not improve from 0.23739
367/400 [==========================>...] - ETA: 37s - loss: 0.3032 - dice_coefficient: 0.8242
Epoch 9: loss did not improve from 0.23739
368/400 [==========================>...] - ETA: 36s - loss: 0.3031 - dice_coefficient: 0.8244
Epoch 9: loss did not improve from 0.23739
369/400 [==========================>...] - ETA: 35s - loss: 0.3030 - dice_coefficient: 0.8243
Epoch 9: loss did not improve from 0.23739
370/400 [==========================>...] - ETA: 34s - loss: 0.3027 - dice_coefficient: 0.8244
Epoch 9: loss did not improve from 0.23739
371/400 [==========================>...] - ETA: 33s - loss: 0.3029 - dice_coefficient: 0.8241
Epoch 9: loss did not improve from 0.23739
372/400 [==========================>...] - ETA: 32s - loss: 0.3024 - dice_coefficient: 0.8243
Epoch 9: loss did not improve from 0.23739
373/400 [==========================>...] - ETA: 31s - loss: 0.3022 - dice_coefficient: 0.8244
Epoch 9: loss did not improve from 0.23739
374/400 [===========================>..] - ETA: 29s - loss: 0.3017 - dice_coefficient: 0.8247
Epoch 9: loss did not improve from 0.23739
375/400 [===========================>..] - ETA: 28s - loss: 0.3015 - dice_coefficient: 0.8247
Epoch 9: loss did not improve from 0.23739
376/400 [===========================>..] - ETA: 27s - loss: 0.3011 - dice_coefficient: 0.8249
Epoch 9: loss did not improve from 0.23739
377/400 [===========================>..] - ETA: 26s - loss: 0.3009 - dice_coefficient: 0.8250
Epoch 9: loss did not improve from 0.23739
378/400 [===========================>..] - ETA: 25s - loss: 0.3004 - dice_coefficient: 0.8253
Epoch 9: loss did not improve from 0.23739
379/400 [===========================>..] - ETA: 24s - loss: 0.3001 - dice_coefficient: 0.8255
Epoch 9: loss did not improve from 0.23739
380/400 [===========================>..] - ETA: 22s - loss: 0.3005 - dice_coefficient: 0.8252
Epoch 9: loss did not improve from 0.23739
381/400 [===========================>..] - ETA: 21s - loss: 0.3001 - dice_coefficient: 0.8253
Epoch 9: loss did not improve from 0.23739
382/400 [===========================>..] - ETA: 20s - loss: 0.3000 - dice_coefficient: 0.8254
Epoch 9: loss did not improve from 0.23739
383/400 [===========================>..] - ETA: 19s - loss: 0.3003 - dice_coefficient: 0.8251
Epoch 9: loss did not improve from 0.23739
384/400 [===========================>..] - ETA: 18s - loss: 0.3002 - dice_coefficient: 0.8251
Epoch 9: loss did not improve from 0.23739
385/400 [===========================>..] - ETA: 17s - loss: 0.2997 - dice_coefficient: 0.8254
Epoch 9: loss did not improve from 0.23739
386/400 [===========================>..] - ETA: 16s - loss: 0.3003 - dice_coefficient: 0.8248
Epoch 9: loss did not improve from 0.23739
387/400 [============================>.] - ETA: 14s - loss: 0.2999 - dice_coefficient: 0.8250
Epoch 9: loss did not improve from 0.23739
388/400 [============================>.] - ETA: 13s - loss: 0.3001 - dice_coefficient: 0.8247
Epoch 9: loss did not improve from 0.23739
389/400 [============================>.] - ETA: 12s - loss: 0.3000 - dice_coefficient: 0.8246
Epoch 9: loss did not improve from 0.23739
390/400 [============================>.] - ETA: 11s - loss: 0.2997 - dice_coefficient: 0.8247
Epoch 9: loss did not improve from 0.23739
391/400 [============================>.] - ETA: 10s - loss: 0.3001 - dice_coefficient: 0.8245
Epoch 9: loss did not improve from 0.23739
392/400 [============================>.] - ETA: 9s - loss: 0.2997 - dice_coefficient: 0.8247 
Epoch 9: loss did not improve from 0.23739
393/400 [============================>.] - ETA: 8s - loss: 0.2993 - dice_coefficient: 0.8250
Epoch 9: loss did not improve from 0.23739
394/400 [============================>.] - ETA: 6s - loss: 0.2993 - dice_coefficient: 0.8248
Epoch 9: loss did not improve from 0.23739
395/400 [============================>.] - ETA: 5s - loss: 0.2988 - dice_coefficient: 0.8251
Epoch 9: loss did not improve from 0.23739
396/400 [============================>.] - ETA: 4s - loss: 0.2989 - dice_coefficient: 0.8248
Epoch 9: loss did not improve from 0.23739
397/400 [============================>.] - ETA: 3s - loss: 0.2995 - dice_coefficient: 0.8242
Epoch 9: loss did not improve from 0.23739
398/400 [============================>.] - ETA: 2s - loss: 0.2997 - dice_coefficient: 0.8240
Epoch 9: loss did not improve from 0.23739
399/400 [============================>.] - ETA: 1s - loss: 0.2994 - dice_coefficient: 0.8241
Epoch 9: loss did not improve from 0.23739
400/400 [==============================] - 460s 1s/step - loss: 0.2999 - dice_coefficient: 0.8236 - val_loss: 0.7964 - val_dice_coefficient: 0.5729 - lr: 1.0000e-04
Epoch 10/10

Epoch 10: loss improved from 0.23739 to 0.19646, saving model to model_0.20.h5
  1/400 [..............................] - ETA: 13:45 - loss: 0.1965 - dice_coefficient: 0.8932
Epoch 10: loss improved from 0.19646 to 0.18131, saving model to model_0.18.h5
  2/400 [..............................] - ETA: 14:23 - loss: 0.1813 - dice_coefficient: 0.8878
Epoch 10: loss did not improve from 0.18131
  3/400 [..............................] - ETA: 11:06 - loss: 0.2210 - dice_coefficient: 0.8434
Epoch 10: loss did not improve from 0.18131
  4/400 [..............................] - ETA: 9:40 - loss: 0.2577 - dice_coefficient: 0.8483 
Epoch 10: loss did not improve from 0.18131
  5/400 [..............................] - ETA: 8:47 - loss: 0.2771 - dice_coefficient: 0.8224
Epoch 10: loss did not improve from 0.18131
  6/400 [..............................] - ETA: 8:20 - loss: 0.2528 - dice_coefficient: 0.8405
Epoch 10: loss did not improve from 0.18131
  7/400 [..............................] - ETA: 7:58 - loss: 0.2381 - dice_coefficient: 0.8475
Epoch 10: loss did not improve from 0.18131
  8/400 [..............................] - ETA: 7:48 - loss: 0.2244 - dice_coefficient: 0.8554
Epoch 10: loss did not improve from 0.18131
  9/400 [..............................] - ETA: 7:37 - loss: 0.2831 - dice_coefficient: 0.8150
Epoch 10: loss did not improve from 0.18131
 10/400 [..............................] - ETA: 7:31 - loss: 0.2769 - dice_coefficient: 0.8162
Epoch 10: loss did not improve from 0.18131
 11/400 [..............................] - ETA: 7:24 - loss: 0.2626 - dice_coefficient: 0.8259
Epoch 10: loss did not improve from 0.18131
 12/400 [..............................] - ETA: 7:37 - loss: 0.2618 - dice_coefficient: 0.8251
Epoch 10: loss did not improve from 0.18131
 13/400 [..............................] - ETA: 7:53 - loss: 0.2503 - dice_coefficient: 0.8319
Epoch 10: loss did not improve from 0.18131
 14/400 [>.............................] - ETA: 7:53 - loss: 0.2447 - dice_coefficient: 0.8351
Epoch 10: loss did not improve from 0.18131
 15/400 [>.............................] - ETA: 7:45 - loss: 0.2455 - dice_coefficient: 0.8328
Epoch 10: loss did not improve from 0.18131
 16/400 [>.............................] - ETA: 7:39 - loss: 0.2414 - dice_coefficient: 0.8376
Epoch 10: loss did not improve from 0.18131
 17/400 [>.............................] - ETA: 7:33 - loss: 0.2367 - dice_coefficient: 0.8422
Epoch 10: loss did not improve from 0.18131
 18/400 [>.............................] - ETA: 7:25 - loss: 0.2405 - dice_coefficient: 0.8374
Epoch 10: loss did not improve from 0.18131
 19/400 [>.............................] - ETA: 7:19 - loss: 0.2334 - dice_coefficient: 0.8427
Epoch 10: loss did not improve from 0.18131
 20/400 [>.............................] - ETA: 7:14 - loss: 0.2281 - dice_coefficient: 0.8459
Epoch 10: loss did not improve from 0.18131
 21/400 [>.............................] - ETA: 7:11 - loss: 0.2208 - dice_coefficient: 0.8510
Epoch 10: loss did not improve from 0.18131
 22/400 [>.............................] - ETA: 7:07 - loss: 0.2214 - dice_coefficient: 0.8494
Epoch 10: loss did not improve from 0.18131
 23/400 [>.............................] - ETA: 7:02 - loss: 0.2451 - dice_coefficient: 0.8340
Epoch 10: loss did not improve from 0.18131
 24/400 [>.............................] - ETA: 7:05 - loss: 0.2450 - dice_coefficient: 0.8332
Epoch 10: loss did not improve from 0.18131
 25/400 [>.............................] - ETA: 7:15 - loss: 0.2414 - dice_coefficient: 0.8363
Epoch 10: loss did not improve from 0.18131
 26/400 [>.............................] - ETA: 7:17 - loss: 0.2388 - dice_coefficient: 0.8386
Epoch 10: loss did not improve from 0.18131
 27/400 [=>............................] - ETA: 7:13 - loss: 0.2523 - dice_coefficient: 0.8283
Epoch 10: loss did not improve from 0.18131
 28/400 [=>............................] - ETA: 7:11 - loss: 0.2492 - dice_coefficient: 0.8315
Epoch 10: loss did not improve from 0.18131
 29/400 [=>............................] - ETA: 7:08 - loss: 0.2482 - dice_coefficient: 0.8315
Epoch 10: loss did not improve from 0.18131
 30/400 [=>............................] - ETA: 7:03 - loss: 0.2453 - dice_coefficient: 0.8334
Epoch 10: loss did not improve from 0.18131
 31/400 [=>............................] - ETA: 7:00 - loss: 0.2443 - dice_coefficient: 0.8357
Epoch 10: loss did not improve from 0.18131
 32/400 [=>............................] - ETA: 6:56 - loss: 0.2642 - dice_coefficient: 0.8229
Epoch 10: loss did not improve from 0.18131
 33/400 [=>............................] - ETA: 6:53 - loss: 0.2640 - dice_coefficient: 0.8242
Epoch 10: loss did not improve from 0.18131
 34/400 [=>............................] - ETA: 6:50 - loss: 0.2667 - dice_coefficient: 0.8212
Epoch 10: loss did not improve from 0.18131
 35/400 [=>............................] - ETA: 6:48 - loss: 0.2658 - dice_coefficient: 0.8216
Epoch 10: loss did not improve from 0.18131
 36/400 [=>............................] - ETA: 6:46 - loss: 0.2620 - dice_coefficient: 0.8238
Epoch 10: loss did not improve from 0.18131
 37/400 [=>............................] - ETA: 6:52 - loss: 0.2604 - dice_coefficient: 0.8244
Epoch 10: loss did not improve from 0.18131
 38/400 [=>............................] - ETA: 7:01 - loss: 0.2639 - dice_coefficient: 0.8254
Epoch 10: loss did not improve from 0.18131
 39/400 [=>............................] - ETA: 7:01 - loss: 0.2601 - dice_coefficient: 0.8278
Epoch 10: loss did not improve from 0.18131
 40/400 [==>...........................] - ETA: 6:58 - loss: 0.2570 - dice_coefficient: 0.8299
Epoch 10: loss did not improve from 0.18131
 41/400 [==>...........................] - ETA: 6:56 - loss: 0.2593 - dice_coefficient: 0.8274
Epoch 10: loss did not improve from 0.18131
 42/400 [==>...........................] - ETA: 6:53 - loss: 0.2591 - dice_coefficient: 0.8280
Epoch 10: loss did not improve from 0.18131
 43/400 [==>...........................] - ETA: 6:50 - loss: 0.2555 - dice_coefficient: 0.8302
Epoch 10: loss did not improve from 0.18131
 44/400 [==>...........................] - ETA: 6:48 - loss: 0.2564 - dice_coefficient: 0.8303
Epoch 10: loss did not improve from 0.18131
 45/400 [==>...........................] - ETA: 6:46 - loss: 0.2549 - dice_coefficient: 0.8309
Epoch 10: loss did not improve from 0.18131
 46/400 [==>...........................] - ETA: 6:43 - loss: 0.2562 - dice_coefficient: 0.8301
Epoch 10: loss did not improve from 0.18131
 47/400 [==>...........................] - ETA: 6:41 - loss: 0.2548 - dice_coefficient: 0.8307
Epoch 10: loss did not improve from 0.18131
 48/400 [==>...........................] - ETA: 6:40 - loss: 0.2527 - dice_coefficient: 0.8320
Epoch 10: loss did not improve from 0.18131
 49/400 [==>...........................] - ETA: 6:44 - loss: 0.2501 - dice_coefficient: 0.8337
Epoch 10: loss did not improve from 0.18131
 50/400 [==>...........................] - ETA: 6:45 - loss: 0.2493 - dice_coefficient: 0.8349
Epoch 10: loss did not improve from 0.18131
 51/400 [==>...........................] - ETA: 6:43 - loss: 0.2465 - dice_coefficient: 0.8367
Epoch 10: loss did not improve from 0.18131
 52/400 [==>...........................] - ETA: 6:41 - loss: 0.2434 - dice_coefficient: 0.8388
Epoch 10: loss did not improve from 0.18131
 53/400 [==>...........................] - ETA: 6:39 - loss: 0.2419 - dice_coefficient: 0.8394
Epoch 10: loss did not improve from 0.18131
 54/400 [===>..........................] - ETA: 6:37 - loss: 0.2419 - dice_coefficient: 0.8388
Epoch 10: loss did not improve from 0.18131
 55/400 [===>..........................] - ETA: 6:35 - loss: 0.2429 - dice_coefficient: 0.8381
Epoch 10: loss did not improve from 0.18131
 56/400 [===>..........................] - ETA: 6:33 - loss: 0.2426 - dice_coefficient: 0.8389
Epoch 10: loss did not improve from 0.18131
 57/400 [===>..........................] - ETA: 6:31 - loss: 0.2506 - dice_coefficient: 0.8331
Epoch 10: loss did not improve from 0.18131
 58/400 [===>..........................] - ETA: 6:28 - loss: 0.2593 - dice_coefficient: 0.8274
Epoch 10: loss did not improve from 0.18131
 59/400 [===>..........................] - ETA: 6:26 - loss: 0.2582 - dice_coefficient: 0.8287
Epoch 10: loss did not improve from 0.18131
 60/400 [===>..........................] - ETA: 6:25 - loss: 0.2578 - dice_coefficient: 0.8293
Epoch 10: loss did not improve from 0.18131
 61/400 [===>..........................] - ETA: 6:27 - loss: 0.2607 - dice_coefficient: 0.8265
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Epoch 10: loss did not improve from 0.18131
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Epoch 10: loss did not improve from 0.18131
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Epoch 10: loss did not improve from 0.18131
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Epoch 10: loss did not improve from 0.18131
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Epoch 10: loss did not improve from 0.18131
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Epoch 10: loss did not improve from 0.18131
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Epoch 10: loss did not improve from 0.18131
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Epoch 10: loss did not improve from 0.18131
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Epoch 10: loss did not improve from 0.18131
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Epoch 10: loss did not improve from 0.18131
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Epoch 10: loss did not improve from 0.18131
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Epoch 10: loss did not improve from 0.18131
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Epoch 10: loss did not improve from 0.18131
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Epoch 10: loss did not improve from 0.18131
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389/400 [============================>.] - ETA: 12s - loss: 0.2599 - dice_coefficient: 0.8487
Epoch 10: loss did not improve from 0.18131
390/400 [============================>.] - ETA: 11s - loss: 0.2602 - dice_coefficient: 0.8484
Epoch 10: loss did not improve from 0.18131
391/400 [============================>.] - ETA: 10s - loss: 0.2598 - dice_coefficient: 0.8486
Epoch 10: loss did not improve from 0.18131
392/400 [============================>.] - ETA: 8s - loss: 0.2597 - dice_coefficient: 0.8485 
Epoch 10: loss did not improve from 0.18131
393/400 [============================>.] - ETA: 7s - loss: 0.2595 - dice_coefficient: 0.8486
Epoch 10: loss did not improve from 0.18131
394/400 [============================>.] - ETA: 6s - loss: 0.2595 - dice_coefficient: 0.8484
Epoch 10: loss did not improve from 0.18131
395/400 [============================>.] - ETA: 5s - loss: 0.2593 - dice_coefficient: 0.8484
Epoch 10: loss did not improve from 0.18131
396/400 [============================>.] - ETA: 4s - loss: 0.2589 - dice_coefficient: 0.8487
Epoch 10: loss did not improve from 0.18131
397/400 [============================>.] - ETA: 3s - loss: 0.2585 - dice_coefficient: 0.8489
Epoch 10: loss did not improve from 0.18131
398/400 [============================>.] - ETA: 2s - loss: 0.2583 - dice_coefficient: 0.8491
Epoch 10: loss did not improve from 0.18131
399/400 [============================>.] - ETA: 1s - loss: 0.2580 - dice_coefficient: 0.8492
Epoch 10: loss did not improve from 0.18131
400/400 [==============================] - 451s 1s/step - loss: 0.2577 - dice_coefficient: 0.8493 - val_loss: 0.7984 - val_dice_coefficient: 0.5841 - lr: 1.0000e-04
Out[32]:
<keras.callbacks.History at 0x7fb2b8a35480>

2D.Evaluate and share insights on performance of the model.

In [37]:
model.evaluate(X_test, y_test, verbose = 1)
1/1 [==============================] - 4s 4s/step - loss: 0.5927 - dice_coefficient: 0.6809
Out[37]:
[0.592660129070282, 0.6809486150741577]

Observation:

Model uses a pretrained MobileNet with UNET layers to train, fit and predict masks around the face in a given image. With binary cross entropy as loss, adam optimizer and dice coefficient as metrics, loss of 0.2577 and dice coeff of 0.8493 was achieved. Testing it on the test images, the model does a very good job in predicting the masks. So will go with this model for further evaluation.

3.Test the model predictions on the test image: ‘image with index 3 in the test data’ and visualise the predicted masks on the faces in the image.¶

In [35]:
# Show the test image
plt.imshow(X_test[3]);
WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
In [46]:
# Predicting the mask for the test image
pred_mask = cv2.resize(1.0 * (model.predict(x=np.array([X_test[3]]))[0] > 0.5), (IMAGE_WIDTH, IMAGE_HEIGHT)) 
plt.imshow(X_test[3])
plt.imshow(pred_mask, alpha=0.3) 
1/1 [==============================] - 1s 727ms/step
WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
Out[46]:
<matplotlib.image.AxesImage at 0x7fb2b96d8940>
In [49]:
plt.imshow(pred_mask, alpha = 0.3)
Out[49]:
<matplotlib.image.AxesImage at 0x7fb2af07e050>

Part B¶

• DOMAIN: Entertainment

• CONTEXT: Company X owns a movie application and repository which caters movie streaming to millions of users who on subscription basis. Company wants to automate the process of cast and crew information in each scene from a movie such that when a user pauses on the movie and clicks on cast information button, the app will show details of the actor in the scene. Company has an in-house computer vision and multimedia experts who need to detect faces from screen shots from the movie scene.The data labelling is already done. Since there higher time complexity is involved in the

• DATA DESCRIPTION: The dataset comprises of face images.

• PROJECT OBJECTIVE: To create an image dataset to be used by AI team build an image classifier data. Profile images of people are given.

1.Read/import images from folder ‘training_images’.

In [50]:
# Setting the current working directory
import os; 
os.chdir('/content/drive/MyDrive/Colab Notebooks/')
In [53]:
# Extract content from zipfile
from zipfile import ZipFile
with ZipFile('training_images-20211126T092819Z-001.zip', 'r') as zip:
  zip.extractall()

2.Write a loop which will iterate through all the images in the ‘training_images’ folder and detect the faces present on all the images.

3.From the same loop above, extract metadata of the faces and write into a DataFrame.

In [54]:
# create an Empty DataFrame object With column names
df = pd.DataFrame(columns = ['ImageName','FacePresent', 'x', 'y', 'w', 'h'])
df
Out[54]:
ImageName FacePresent x y w h
In [55]:
image_list = '/content/drive/MyDrive/Colab Notebooks/training_images'
face_classifier = cv2.CascadeClassifier(cv2.data.haarcascades + '/haarcascade_frontalface_default.xml')

for i in os.listdir(os.path.join(image_list)):
  if i != '.DS_Store':
    # Load the image
    img = cv2.imread(os.path.join(image_list, i))
    gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)
    faces = face_classifier.detectMultiScale(gray, 1.3, 5)
    
    if faces is ():
      # No faces found
      df = df.append({'ImageName' : i, 'FacePresent' : 0}, ignore_index = True)
    else:
      # Classifier returns 4 values — x, y, w and h of the detected feature of the face.
      for (x,y,w,h) in faces:
        df = df.append({'ImageName' : i, 'FacePresent' : 1, 'x': x, 'y': y, 'w' : w, 'h': h}, 
                        ignore_index = True)

    cv2.destroyAllWindows()
In [56]:
df.sort_values(by=['ImageName'])
Out[56]:
ImageName FacePresent x y w h
993 real_00001.jpg 1 134 125 430 430
972 real_00002.jpg 1 79 143 430 430
982 real_00003.jpg 1 34 116 369 369
980 real_00004.jpg 1 122 157 380 380
987 real_00005.jpg 0 NaN NaN NaN NaN
... ... ... ... ... ... ...
1038 real_01077.jpg 1 86 162 405 405
45 real_01078.jpg 1 65 70 475 475
1053 real_01079.jpg 1 65 63 478 478
1045 real_01080.jpg 1 49 84 452 452
27 real_01081.jpg 0 NaN NaN NaN NaN

1092 rows × 6 columns

In [58]:
from matplotlib.patches import Rectangle

# Display random image and its bounding box for face detection to verify
df1 = df.iloc[993]
img = cv2.imread(os.path.join(image_list, df1['ImageName']))
plt.imshow(img)
plt.gca().add_patch(Rectangle((df1['x'],df1['y']),df1['w'],df1['h'],linewidth=1,edgecolor='r',facecolor='none'))
Out[58]:
<matplotlib.patches.Rectangle at 0x7fb2aef051b0>

4.Save the output Dataframe in .csv format.

In [59]:
# saving the dataframe
df.to_csv('file1.csv')

Part C¶

• DOMAIN: Face Recognition

• CONTEXT: Company X intends to build a face identification model to recognise human faces.

• DATA DESCRIPTION: The dataset comprises of images and its mask where there is a human face.

• PROJECT OBJECTIVE: Face Aligned Face Dataset from Pinterest. This dataset contains 10,770 images for 100 people. All images are taken from 'Pinterest' and aligned using dlib library.

1.Unzip, read and Load data(‘PINS.zip’) into session.

In [6]:
# Setting the current working directory
import os; 
os.chdir('/content/drive/MyDrive/Colab Notebooks/')

# Extract content from zipfile
from zipfile import ZipFile
with ZipFile('PINS.zip', 'r') as zip:
  zip.extractall()

2.Write function to create metadata of the image.

In [7]:
import numpy as np
import os

class IdentityMetadata():
    def __init__(self, base, name, file):
        # dataset base directory
        self.base = base
        # identity name
        self.name = name
        # image file name
        self.file = file

    def __repr__(self):
        return self.image_path()

    def image_path(self):
        return os.path.join(self.base, self.name, self.file) 
    

3.Write a loop to iterate through each and every image and create metadata for all the images.

In [4]:
def load_metadata(path):
    metadata = []
    for i in os.listdir(path):
        for f in os.listdir(os.path.join(path, i)):
            # Check file extension. Allow only jpg/jpeg' files.
            ext = os.path.splitext(f)[1]
            if ext == '.jpg' or ext == '.jpeg':
                metadata.append(IdentityMetadata(path, i, f))
    return np.array(metadata)
In [8]:
# Call load_metadata to read the images and assign metadata to a variable
metadata = load_metadata('PINS')
labels = np.array([meta.name for meta in metadata])
In [9]:
metadata[0]
Out[9]:
PINS/pins_Aaron Paul/Aaron Paul0_262.jpg
In [10]:
labels
Out[10]:
array(['pins_Aaron Paul', 'pins_Aaron Paul', 'pins_Aaron Paul', ...,
       'pins_zendaya', 'pins_zendaya', 'pins_zendaya'], dtype='<U29')
In [11]:
# Write a function to read image using opencv and convert it from BGR to RGB
def load_image(path):
    img = cv2.imread(path, 1)
    # Convert the image order from  BGR to RGB
    return img[...,::-1]
In [14]:
load_image(metadata[0].image_path())
Out[14]:
array([[[233, 188, 165],
        [231, 186, 163],
        [220, 178, 156],
        ...,
        [106,  63,  72],
        [106,  63,  72],
        [106,  63,  72]],

       [[232, 187, 164],
        [233, 188, 165],
        [220, 178, 156],
        ...,
        [106,  63,  72],
        [106,  63,  72],
        [106,  63,  72]],

       [[230, 186, 161],
        [228, 184, 159],
        [206, 164, 140],
        ...,
        [106,  63,  72],
        [106,  63,  72],
        [106,  63,  72]],

       ...,

       [[198, 118,  91],
        [197, 120,  94],
        [195, 119,  95],
        ...,
        [ 78,  66,  76],
        [ 78,  66,  76],
        [ 78,  66,  76]],

       [[200, 120,  93],
        [200, 120,  93],
        [198, 121,  95],
        ...,
        [ 78,  66,  76],
        [ 78,  66,  76],
        [ 78,  66,  76]],

       [[201, 121,  94],
        [201, 121,  94],
        [199, 122,  96],
        ...,
        [ 78,  66,  76],
        [ 78,  66,  76],
        [ 78,  66,  76]]], dtype=uint8)

4.Generate Embeddings vectors on the each face in the dataset.

In [15]:
from keras.models import Sequential
from keras.layers import ZeroPadding2D, Convolution2D, MaxPooling2D, Dropout, Flatten, Activation

def vgg_face():
    model = Sequential()
    model.add(ZeroPadding2D((1,1),input_shape=(224,224, 3)))
    model.add(Convolution2D(64, (3, 3), activation='relu'))
    model.add(ZeroPadding2D((1,1)))
    model.add(Convolution2D(64, (3, 3), activation='relu'))
    model.add(MaxPooling2D((2,2), strides=(2,2)))
    
    model.add(ZeroPadding2D((1,1)))
    model.add(Convolution2D(128, (3, 3), activation='relu'))
    model.add(ZeroPadding2D((1,1)))
    model.add(Convolution2D(128, (3, 3), activation='relu'))
    model.add(MaxPooling2D((2,2), strides=(2,2)))
    
    model.add(ZeroPadding2D((1,1)))
    model.add(Convolution2D(256, (3, 3), activation='relu'))
    model.add(ZeroPadding2D((1,1)))
    model.add(Convolution2D(256, (3, 3), activation='relu'))
    model.add(ZeroPadding2D((1,1)))
    model.add(Convolution2D(256, (3, 3), activation='relu'))
    model.add(MaxPooling2D((2,2), strides=(2,2)))
    
    model.add(ZeroPadding2D((1,1)))
    model.add(Convolution2D(512, (3, 3), activation='relu'))
    model.add(ZeroPadding2D((1,1)))
    model.add(Convolution2D(512, (3, 3), activation='relu'))
    model.add(ZeroPadding2D((1,1)))
    model.add(Convolution2D(512, (3, 3), activation='relu'))
    model.add(MaxPooling2D((2,2), strides=(2,2)))
    
    model.add(ZeroPadding2D((1,1)))
    model.add(Convolution2D(512, (3, 3), activation='relu'))
    model.add(ZeroPadding2D((1,1)))
    model.add(Convolution2D(512, (3, 3), activation='relu'))
    model.add(ZeroPadding2D((1,1)))
    model.add(Convolution2D(512, (3, 3), activation='relu'))
    model.add(MaxPooling2D((2,2), strides=(2,2)))
    
    model.add(Convolution2D(4096, (7, 7), activation='relu'))
    model.add(Dropout(0.5))
    model.add(Convolution2D(4096, (1, 1), activation='relu'))
    model.add(Dropout(0.5))
    model.add(Convolution2D(2622, (1, 1)))
    model.add(Flatten())
    model.add(Activation('softmax'))
    return model
In [16]:
# Load the model using "vgg_face_weights.h5"
model = vgg_face()
model.load_weights('vgg_face_weights.h5')
In [17]:
model.summary()
Model: "sequential"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 zero_padding2d (ZeroPadding  (None, 226, 226, 3)      0         
 2D)                                                             
                                                                 
 conv2d (Conv2D)             (None, 224, 224, 64)      1792      
                                                                 
 zero_padding2d_1 (ZeroPaddi  (None, 226, 226, 64)     0         
 ng2D)                                                           
                                                                 
 conv2d_1 (Conv2D)           (None, 224, 224, 64)      36928     
                                                                 
 max_pooling2d (MaxPooling2D  (None, 112, 112, 64)     0         
 )                                                               
                                                                 
 zero_padding2d_2 (ZeroPaddi  (None, 114, 114, 64)     0         
 ng2D)                                                           
                                                                 
 conv2d_2 (Conv2D)           (None, 112, 112, 128)     73856     
                                                                 
 zero_padding2d_3 (ZeroPaddi  (None, 114, 114, 128)    0         
 ng2D)                                                           
                                                                 
 conv2d_3 (Conv2D)           (None, 112, 112, 128)     147584    
                                                                 
 max_pooling2d_1 (MaxPooling  (None, 56, 56, 128)      0         
 2D)                                                             
                                                                 
 zero_padding2d_4 (ZeroPaddi  (None, 58, 58, 128)      0         
 ng2D)                                                           
                                                                 
 conv2d_4 (Conv2D)           (None, 56, 56, 256)       295168    
                                                                 
 zero_padding2d_5 (ZeroPaddi  (None, 58, 58, 256)      0         
 ng2D)                                                           
                                                                 
 conv2d_5 (Conv2D)           (None, 56, 56, 256)       590080    
                                                                 
 zero_padding2d_6 (ZeroPaddi  (None, 58, 58, 256)      0         
 ng2D)                                                           
                                                                 
 conv2d_6 (Conv2D)           (None, 56, 56, 256)       590080    
                                                                 
 max_pooling2d_2 (MaxPooling  (None, 28, 28, 256)      0         
 2D)                                                             
                                                                 
 zero_padding2d_7 (ZeroPaddi  (None, 30, 30, 256)      0         
 ng2D)                                                           
                                                                 
 conv2d_7 (Conv2D)           (None, 28, 28, 512)       1180160   
                                                                 
 zero_padding2d_8 (ZeroPaddi  (None, 30, 30, 512)      0         
 ng2D)                                                           
                                                                 
 conv2d_8 (Conv2D)           (None, 28, 28, 512)       2359808   
                                                                 
 zero_padding2d_9 (ZeroPaddi  (None, 30, 30, 512)      0         
 ng2D)                                                           
                                                                 
 conv2d_9 (Conv2D)           (None, 28, 28, 512)       2359808   
                                                                 
 max_pooling2d_3 (MaxPooling  (None, 14, 14, 512)      0         
 2D)                                                             
                                                                 
 zero_padding2d_10 (ZeroPadd  (None, 16, 16, 512)      0         
 ing2D)                                                          
                                                                 
 conv2d_10 (Conv2D)          (None, 14, 14, 512)       2359808   
                                                                 
 zero_padding2d_11 (ZeroPadd  (None, 16, 16, 512)      0         
 ing2D)                                                          
                                                                 
 conv2d_11 (Conv2D)          (None, 14, 14, 512)       2359808   
                                                                 
 zero_padding2d_12 (ZeroPadd  (None, 16, 16, 512)      0         
 ing2D)                                                          
                                                                 
 conv2d_12 (Conv2D)          (None, 14, 14, 512)       2359808   
                                                                 
 max_pooling2d_4 (MaxPooling  (None, 7, 7, 512)        0         
 2D)                                                             
                                                                 
 conv2d_13 (Conv2D)          (None, 1, 1, 4096)        102764544 
                                                                 
 dropout (Dropout)           (None, 1, 1, 4096)        0         
                                                                 
 conv2d_14 (Conv2D)          (None, 1, 1, 4096)        16781312  
                                                                 
 dropout_1 (Dropout)         (None, 1, 1, 4096)        0         
                                                                 
 conv2d_15 (Conv2D)          (None, 1, 1, 2622)        10742334  
                                                                 
 flatten (Flatten)           (None, 2622)              0         
                                                                 
 activation (Activation)     (None, 2622)              0         
                                                                 
=================================================================
Total params: 145,002,878
Trainable params: 145,002,878
Non-trainable params: 0
_________________________________________________________________
In [18]:
from keras.models import Model
vgg_face_descriptor = Model(inputs=model.layers[0].input, outputs=model.layers[-2].output)
In [19]:
# Get embedding vector for first image in the metadata using the pre-trained model

img_path = metadata[0].image_path()
img = load_image(img_path)

# Normalising pixel values from [0-255] to [0-1]: scale RGB values to interval [0,1]
img = (img / 255.).astype(np.float32)

img = cv2.resize(img, dsize = (224,224))
print(img.shape)

# Obtain embedding vector for an image
# Get the embedding vector for the above image using vgg_face_descriptor model and print the shape 

embedding_vector = vgg_face_descriptor.predict(np.expand_dims(img, axis=0))[0]
print(embedding_vector.shape)
(224, 224, 3)
1/1 [==============================] - 2s 2s/step
(2622,)

Write code to iterate through metadata and create embeddings for each image using vgg_face_descriptor.predict() and store in a list with name embeddings

If there is any error in reading any image in the dataset, fill the emebdding vector of that image with 2622-zeroes as the final embedding from the model is of length 2622.

In [20]:
embeddings = np.zeros((metadata.shape[0], 2622))

for i, m in enumerate(metadata):
  try:
    img = load_image(str(m))
    # Normalising pixel values from [0-255] to [0-1]: scale RGB values to interval [0,1]
    img = (img / 255.).astype(np.float32)
    img = cv2.resize(img, dsize = (224,224))
    # Obtain embedding vector for an image
    # Get the embedding vector for the above image using vgg_face_descriptor model and print the shape 
    embeddings[i] = vgg_face_descriptor.predict(np.expand_dims(img, axis=0))[0]
  except :
    embeddings[i] = np.zeros(2622)
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In [21]:
embeddings
Out[21]:
array([[ 0.03170305, -0.0150513 , -0.01243403, ...,  0.00043139,
         0.00219082, -0.00908097],
       [ 0.03497702, -0.0010506 , -0.01248935, ..., -0.01053092,
         0.00179321,  0.02439155],
       [ 0.02801892, -0.00112631, -0.01265748, ..., -0.00904752,
        -0.00578403,  0.02125833],
       ...,
       [ 0.00965871,  0.0037216 , -0.01345863, ..., -0.01433404,
         0.01899945,  0.03899154],
       [ 0.0023093 ,  0.00094764, -0.00544814, ..., -0.01600496,
         0.01053976,  0.03683251],
       [ 0.01772303,  0.01064051,  0.01995193, ..., -0.02618429,
         0.03288927,  0.04882647]])

5.Build distance metrics for identifying the distance between two similar and dissimilar images.

  • Consider distance metric as "Squared L2 distance"

  • Squared l2 distance between 2 points (x1, y1) and (x2, y2) = (x1-x2)^2 + (y1-y2)^2

In [22]:
def distance(emb1, emb2):
    return np.sum(np.square(emb1 - emb2))

Plot images and get distance between the pairs given below:

2, 3 and 2, 180

30, 31 and 30, 100

70, 72 and 70, 115

In [23]:
import matplotlib.pyplot as plt

def show_pair(idx1, idx2):
    plt.figure(figsize=(8,3))
    plt.suptitle(f'Distance = {distance(embeddings[idx1], embeddings[idx2]):.2f}')
    plt.subplot(121)
    plt.imshow(load_image(metadata[idx1].image_path()))
    plt.subplot(122)
    plt.imshow(load_image(metadata[idx2].image_path()));    

show_pair(2, 3)
show_pair(2, 180)
In [24]:
show_pair(30, 31)
show_pair(30, 100)
In [25]:
show_pair(70, 72)
show_pair(70, 115)

6.Use PCA for dimensionality reduction.

  • Create X_train, X_test and y_train, y_test
  • Use train_idx to seperate out training features and labels
  • Use test_idx to seperate out testing features and labels
In [26]:
train_idx = np.arange(metadata.shape[0]) % 9 != 0
test_idx = np.arange(metadata.shape[0]) % 9 == 0

# one half as train examples of 10 identities
X_train = embeddings[train_idx]
# another half as test examples of 10 identities
X_test = embeddings[test_idx]

targets = np.array([m.name for m in metadata])
y_train = targets[train_idx]
y_test = targets[test_idx]
In [27]:
X_train.shape, X_test.shape, y_train.shape, y_test.shape
Out[27]:
((9573, 2622), (1197, 2622), (9573,), (1197,))
  • Encode the targets Use LabelEncoder
In [28]:
from sklearn.preprocessing import LabelEncoder
encoder = LabelEncoder()
y_train = encoder.fit_transform(y_train)
y_test = encoder.transform(y_test)
  • Scale the features using StandardScaler
In [29]:
# Standarize features
from sklearn.preprocessing import StandardScaler
scaler = StandardScaler()
X_train_scaled = scaler.fit_transform(X_train)
X_test_scaled = scaler.transform(X_test)
  • Reduce feature dimensions using Principal Component Analysis

  • Set the parameter n_components=128

In [30]:
from sklearn.decomposition import PCA
pca = PCA(n_components = 128)
pca.fit(X_train_scaled)
Out[30]:
PCA(n_components=128)
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PCA(n_components=128)
In [31]:
np.cumsum(pca.explained_variance_ratio_)
Out[31]:
array([0.1357609 , 0.18945183, 0.22921166, 0.26610786, 0.30012142,
       0.33163744, 0.35747561, 0.38100236, 0.40202276, 0.42128208,
       0.43946508, 0.45647645, 0.47300773, 0.48866813, 0.50285268,
       0.51653456, 0.52960487, 0.54180207, 0.55332455, 0.56466581,
       0.57559892, 0.58620426, 0.59586128, 0.60526518, 0.61436752,
       0.6231415 , 0.63151444, 0.63924616, 0.64692376, 0.65429381,
       0.66133862, 0.66789378, 0.67422692, 0.68045516, 0.68611114,
       0.69148374, 0.69679652, 0.7019387 , 0.70696206, 0.71181333,
       0.71626359, 0.72056511, 0.72455557, 0.72850285, 0.73222005,
       0.73578208, 0.73923555, 0.7425718 , 0.7458432 , 0.7490274 ,
       0.75216335, 0.75523966, 0.75814061, 0.76095683, 0.76373124,
       0.76646075, 0.76915928, 0.77180056, 0.77431922, 0.77682643,
       0.77920854, 0.78153019, 0.78377779, 0.78594515, 0.78808441,
       0.7901309 , 0.79214711, 0.79408514, 0.79597775, 0.79782199,
       0.79965004, 0.80142124, 0.8031769 , 0.8049004 , 0.80658028,
       0.80822774, 0.80986027, 0.81145613, 0.81304361, 0.81460267,
       0.81613853, 0.81762971, 0.81907937, 0.82050015, 0.82191595,
       0.82330576, 0.82467522, 0.82601321, 0.82732315, 0.82861465,
       0.82989248, 0.83112922, 0.83236067, 0.83358779, 0.83479967,
       0.83600898, 0.83718856, 0.83835405, 0.83951428, 0.84062875,
       0.84172996, 0.84281686, 0.84390153, 0.84496625, 0.84602838,
       0.84706261, 0.84809493, 0.84910605, 0.85010875, 0.85108329,
       0.85204058, 0.85299188, 0.85393103, 0.85485982, 0.85577717,
       0.8566873 , 0.85759375, 0.85847849, 0.85935959, 0.86022131,
       0.86107731, 0.86192547, 0.86277238, 0.86359765, 0.86440254,
       0.86520348, 0.86599006, 0.86676203])
In [34]:
# generating the covariance matrix and the eigen values for the PCA analysis
cov_matrix = np.cov(X_train_scaled.T) # the relevanat covariance matrix
#generating the eigen values and the eigen vectors
e_vals, e_vecs = np.linalg.eig(cov_matrix)
# the "cumulative variance explained" analysis 
tot = sum(e_vals)
var_exp = [( i /tot ) * 100 for i in sorted(e_vals, reverse=True)]
cum_var_exp = np.cumsum(var_exp)
# Plotting the Cumulative Summation of the Explained Variance
plt.rcParams['figure.figsize'] = (10, 10)
plot = sns.pointplot(x = list(range(1,129)), y = np.cumsum(pca.explained_variance_ratio_), color='black')
plot.set_xlabel('Number of Components')
plot.set_ylabel('Variance (%)')
plot.set_title('Explained Variance');
In [35]:
X_train_pca = pca.transform(X_train_scaled)
X_test_pca = pca.transform(X_test_scaled)

print(X_train_pca.shape)
print(X_test_pca.shape)
(9573, 128)
(1197, 128)

7.Build an SVM classifier in order to map each image to its right person.

Train the SVM classifier and print the score

In [46]:
from sklearn.svm import SVC

params= {'C': [0.1, 1, 10, 100, 1000], 
         'gamma': [1, 0.1, 0.01, 0.001, 0.0001],
         'kernel': ['rbf']} 

svc = GridSearchCV(SVC(random_state = 0), params, cv = 3, scoring = 'f1_macro', verbose = 50,  n_jobs = -1)
svc.fit(X_train_pca, y_train)

print('Best estimator found by grid search:')
print(svc.best_estimator_)
Fitting 3 folds for each of 25 candidates, totalling 75 fits
Best estimator found by grid search:
SVC(C=10, gamma=0.0001, random_state=0)

Best Params from Grid Search:

SVC(C=10, class_weight='balanced', gamma=0.0001, random_state=0)

We will use the same to create the model.

In [47]:
svc = SVC(C = 10, gamma = 0.0001, kernel = 'rbf', class_weight = 'balanced', random_state = 0)
svc.fit(X_train_pca, y_train)
Out[47]:
SVC(C=10, class_weight='balanced', gamma=0.0001, random_state=0)
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SVC(C=10, class_weight='balanced', gamma=0.0001, random_state=0)
In [48]:
y_train_pred = svc.predict(X_train_pca)

print('Accuracy Score for Training set: {}'.format(accuracy_score(y_train, y_train_pred).round(3)))
Accuracy Score for Training set: 0.998
In [49]:
from sklearn.metrics import accuracy_score
# Predict
y_pred = svc.predict(X_test_pca)

print('Accuracy Score for Test set: {}'.format(accuracy_score(y_test, y_pred).round(3)))
Accuracy Score for Test set: 0.957

Accuracy score for test set is around 96% whereas training data is 99.8% indicating overfit model.

In [50]:
labels
Out[50]:
array(['pins_Aaron Paul', 'pins_Aaron Paul', 'pins_Aaron Paul', ...,
       'pins_zendaya', 'pins_zendaya', 'pins_zendaya'], dtype='<U29')

All the names start with 'pins'. Lets remove the pins part and display the names.

In [51]:
Names = [name.split('_')[1].title().strip() for name in labels]
In [52]:
# Classification Report
print('Classification Report: \n{}'.format(classification_report(y_test, y_pred, target_names = np.unique(Names))))
Classification Report: 
                          precision    recall  f1-score   support

              Aaron Paul       0.91      1.00      0.95        10
      Alexandra Daddario       1.00      1.00      1.00        10
            Alvaro Morte       0.93      1.00      0.97        14
Alycia Debnam Carey Face       1.00      1.00      1.00        12
             Amanda Crew       0.86      0.86      0.86         7
          Amaury Nolasco       1.00      0.89      0.94         9
        Amber Heard Face       0.78      1.00      0.88         7
               Anna Gunn       0.93      1.00      0.97        14
           Anne Hathaway       0.93      1.00      0.97        14
     Barbara Palvin Face       0.89      0.89      0.89         9
      Bellamy Blake Face       0.93      0.93      0.93        14
    Benedict Cumberbatch       1.00      1.00      1.00        12
            Betsy Brandt       1.00      1.00      1.00        10
              Bill Gates       1.00      1.00      1.00        10
        Brenton Thwaites       1.00      1.00      1.00        15
             Brie Larson       0.94      1.00      0.97        15
            Brit Marling       0.92      1.00      0.96        12
          Bryan Cranston       1.00      1.00      1.00        14
              Caity Lotz       1.00      0.92      0.96        12
        Cameron Monaghan       1.00      1.00      1.00        14
   Chadwick Boseman Face       0.85      1.00      0.92        17
          Chance Perdomo       0.90      1.00      0.95         9
             Chris Evans       1.00      0.93      0.96        14
             Chris Pratt       1.00      0.93      0.96        14
          Cobie Smulders       0.88      1.00      0.94        15
      Danielle Panabaker       1.00      0.93      0.96        14
             Dave Franco       1.00      0.92      0.96        13
            David Mazouz       1.00      0.91      0.95        11
         Dominic Purcell       0.92      1.00      0.96        12
                   Drake       1.00      0.71      0.83         7
           Dua Lipa Face       1.00      1.00      1.00        11
          Dwayne Johnson       1.00      1.00      1.00        12
            Eliza Taylor       1.00      1.00      1.00        13
    Elizabeth Olsen Face       1.00      1.00      1.00        10
               Elon Musk       0.89      1.00      0.94        17
           Emilia Clarke       1.00      0.92      0.96        13
     Emily Bett Rickards       1.00      0.80      0.89         5
              Emma Stone       0.93      1.00      0.97        14
        Emma Watson Face       1.00      1.00      1.00         8
          Gal Gadot Face       1.00      0.79      0.88        14
       Grant Gustin Face       1.00      1.00      1.00        11
         Gwyneth Paltrow       1.00      1.00      1.00        13
             Henry Cavil       1.00      1.00      1.00         8
            Jason Isaacs       1.00      0.93      0.96        14
             Jason Momoa       0.73      0.89      0.80         9
              Jeff Bezos       0.91      1.00      0.95        10
           Jeremy Renner       1.00      1.00      1.00         8
         Jesse Eisenberg       1.00      1.00      1.00         9
             Jim Parsons       1.00      1.00      1.00        10
            Jon Bernthal       0.92      1.00      0.96        11
             Josh Radnor       1.00      1.00      1.00        11
          Kiernan Shipka       1.00      0.93      0.96        14
           Kit Harington       1.00      1.00      1.00        16
    Kristen Stewart Face       1.00      1.00      1.00        12
          Krysten Ritter       1.00      1.00      1.00        13
         Kumail Nanjiani       0.85      1.00      0.92        11
     Lindsey Morgan Face       1.00      1.00      1.00        10
         Maisie Williams       1.00      0.89      0.94         9
      Margot Robbie Face       0.92      1.00      0.96        12
           Maria Pedraza       0.82      1.00      0.90         9
            Mark Ruffalo       0.86      1.00      0.92        12
         Mark Zuckerberg       1.00      1.00      1.00        17
            Martin Starr       1.00      0.93      0.97        15
          Melissa Benoit       1.00      0.94      0.97        18
           Miguel Herran       1.00      1.00      1.00        16
             Mike Colter       1.00      1.00      1.00        17
      Millie Bobby Brown       1.00      1.00      1.00        17
         Morena Baccarin       1.00      0.94      0.97        16
          Morgan Freeman       0.88      0.70      0.78        10
         Natalie Portman       1.00      1.00      1.00        10
     Neil Patrick Harris       1.00      0.86      0.92        14
               Paul Rudd       1.00      1.00      1.00        13
            Pedro Alonso       1.00      0.83      0.91        12
          Peter Dinklage       1.00      1.00      1.00         4
              Rami Melek       1.00      1.00      1.00        15
                 Rihanna       0.75      0.75      0.75        12
                Rj Mitte       1.00      1.00      1.00        20
   Robert Downey Jr Face       1.00      1.00      1.00         9
          Robert Knepper       1.00      0.78      0.88        18
            Robin Taylor       0.89      0.89      0.89        18
           Ryan Reynolds       1.00      1.00      1.00        13
     Sarah Wayne Callies       0.93      1.00      0.97        14
      Scarlett Johansson       1.00      0.90      0.95        10
            Sean Pertwee       1.00      1.00      1.00        18
          Sebastian Stan       0.80      0.92      0.86        13
            Selena Gomez       0.88      0.88      0.88         8
                 Shakira       1.00      0.93      0.97        15
           Sophie Turner       0.75      0.75      0.75         8
           Stephen Amell       1.00      1.00      1.00         7
           Sundar Pichai       0.90      1.00      0.95         9
          Tati Gabrielle       1.00      0.89      0.94         9
            Taylor Swift       1.00      1.00      1.00        13
      Thomas Middleditch       1.00      1.00      1.00        12
            Tom Cavanagh       0.80      0.89      0.84         9
        Tom Holland Face       1.00      1.00      1.00        10
          Ursula Corbero       1.00      1.00      1.00         6
        Wentworth Miller       1.00      0.86      0.92         7
           Willa Holland       0.85      1.00      0.92        11
        William Fichtner       1.00      0.92      0.96        13
                 Zendaya       1.00      0.92      0.96        12

                accuracy                           0.96      1197
               macro avg       0.96      0.95      0.95      1197
            weighted avg       0.96      0.96      0.96      1197

8. Import and display the the test images.

In [61]:
test_image_1 = cv2.imread('Benedict+Cumberbatch9.jpg')
plt.rcParams['figure.figsize'] = (5, 5)
plt.imshow(test_image_1);
In [60]:
test_image_2 = cv2.imread('Dwayne+Johnson4.jpg')
plt.rcParams['figure.figsize'] = (5, 5)
plt.imshow(test_image_2);

9.Use the trained SVM model to predict the face on both test images.

In [93]:
def predict_person( test_image):
  # Normalizing pixel values
  test_image = (test_image/255.).astype(np.float32)
  # Resize
  test_image = cv2.resize(test_image, (224, 224))
  # Obtain embedding vector for test image
  embedding = vgg_face_descriptor.predict(np.expand_dims(test_image, axis = 0))[0]
  # Predict
  pred = svc.predict(pca.transform(scaler.transform(embedding.reshape(1, -1))))
  # Transform back
  pred_name = encoder.inverse_transform(pred)[0].split('_')[-1].title().strip()
  plt.rcParams['figure.figsize'] = (5, 5)
  plt.axis('off')
  plt.imshow(test_image);
  plt.title(pred_name)
In [94]:
predict_person(test_image_1)
1/1 [==============================] - 0s 39ms/step
In [95]:
predict_person(test_image_2)
1/1 [==============================] - 0s 24ms/step

Observations:

The Model uses VGG with pre-trained weights.

Normalization, label encoder were performed on data.

PCA was used to reduce the dimensions.

It was advised to use SVC model. Hence using the grid search, best params were retrieved and accuracy of 96% was achieved on the test data.

Given test images were predicted and the model was able to detect the face correctly.